Bitcoin Forum

Economy => Economics => Topic started by: fillippone on October 08, 2019, 09:55:08 AM



Title: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 08, 2019, 09:55:08 AM
Few articles have been so impactful on Bitcoin environment as the one from PlanB.
He tried to model Bitcoin valuation using Stock-to-Flow approach.
Stock-to-Flow approach is nothing new to financial world, it has long been used in physical commodities; it also was first applied to Bitcoin by Saifedean Ammous into his book "The Bitcoin Standard", as he used this approach to describe why Bitcoin is a "superior, harder money" when compared to commodities and FIAT money.
PlanB’s article has been published later than Saifedean’s book, but had a major impact: it was specifically oriented to determine Bitcoin Price and had a tremendous effect underlying the importance of halvings for bitcoin.

At the time of publication Bitcoin Price was around USD 3,400.

In this thread I will provide an explanation to some of misconceptions about this article, answering a few often posed questions, studying criticism to this model and some further development.


Link to original article:

Modeling Bitcoin's Value with Scarcity (https://medium.com/@100trillionUSD/modeling-bitcoins-value-with-scarcity-91fa0fc03e25)


https://pbs.twimg.com/media/EGMqpGpXUAETacO?format=png&name=4096x4096

Quote
Introduction
Satoshi Nakamoto published the bitcoin white paper 31/Oct 2008, created the bitcoin genesis block 03/Jan 2009, and released the bitcoin code 08/Jan 2009. So begins a journey that leads to a $70bn bitcoin (BTC) market today.
Bitcoin is the first scarce digital object the world has ever seen. It is scarce like silver & gold, and can be sent over the internet, radio, satellite etc.
" As a thought experiment, imagine there was a base metal as scarce as gold but with the following properties: boring grey in colour, not a good conductor of electricity, not particularly strong [..], not useful for any practical or ornamental purpose .. and one special, magical property: can be transported over a communications channel" — Nakamoto

Surely this digital scarcity has value. But how much? In this article I quantify scarcity using Stock-to-flow, and use Stock-to-Flow to model bitcoin’s value.

31 Translations are already available, more will follow (I will add them here).

Arabic (https://bitcoinarby.wordpress.com/2020/03/07/planb-bitcoin/)
Armenian (https://medium.com/@Aklu/%D5%A2%D5%AB%D5%BF%D6%84%D5%B8%D5%B5%D5%B6%D5%AB-%D5%A1%D6%80%D5%AA%D5%A5%D6%84%D5%AB-%D5%B4%D5%B8%D5%A4%D5%A5%D5%AC%D5%A1%D5%BE%D5%B8%D6%80%D5%B8%D6%82%D5%B4%D5%A8-%D5%BD%D5%A1%D5%AF%D5%A1%D5%BE%D5%B8%D6%82%D5%A9%D5%B5%D5%A1%D5%B6-%D5%B4%D5%AB%D5%BB%D5%B8%D6%81%D5%B8%D5%BE-4b11d95f6217)
Bulgarian (https://medium.com/@georgikarov/%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8%D1%80%D0%B0%D0%BD%D0%B5-%D0%BD%D0%B0-%D1%81%D1%82%D0%BE%D0%B9%D0%BD%D0%BE%D1%81%D1%82%D1%82%D0%B0-%D0%BD%D0%B0-%D0%B1%D0%B8%D1%82%D0%BA%D0%BE%D0%B9%D0%BD-%D1%87%D1%80%D0%B5%D0%B7-%D0%BE%D1%81%D0%BA%D1%8A%D0%B4%D0%BD%D0%BE%D1%81%D1%82-a09cbe922249)
Chinese  (https://mp.weixin.qq.com/s/Lj1313ND96unxcq98SNlMg)
Croatian  (https://medium.com/@LuxBTC/modeliranje-vrijednosti-bitcoina-na-temelju-njegove-rijetkosti-6538e31080c3)
Czech  (https://medium.com/@figyfaldaa/ur%C4%8Den%C3%AD-hodnoty-bitcoinu-na-z%C3%A1klad%C4%9B-jeho-vz%C3%A1cnosti-7c7a82a41f38)
Dutch (https://medium.com/@lekkercryptisch/modelleren-van-de-waarde-van-bitcoin-met-schaarste-e9a7418b5f3c)
Finnish (https://medium.com/brandin-kirjasto/bitcoinin-arvon-mallintaminen-niukkuuden-avulla-b352db42972e)
French  (https://medium.com/@PaulAdW/mod%C3%A9liser-la-valeur-de-bitcoin-gr%C3%A2ce-%C3%A0-la-raret%C3%A9-version-fran%C3%A7aise-dccfcb076839)
Frisian  (https://medium.com/@MyLegacyKit/de-wearde-fan-bitcoin-modellen-mei-knapperheid-41cafea7b06e)
German (https://medium.com/@david.andlinger.privat/modellierung-von-bitcoins-wert-mit-stock-to-flow-fe706e7eeac9)
Georgian (https://medium.com/@gelantiagio/%E1%83%91%E1%83%98%E1%83%A2%E1%83%99%E1%83%9D%E1%83%98%E1%83%9C%E1%83%98%E1%83%A1-%E1%83%A6%E1%83%98%E1%83%A0%E1%83%94%E1%83%91%E1%83%A3%E1%83%9A%E1%83%94%E1%83%91%E1%83%98%E1%83%A1-%E1%83%9B%E1%83%9D%E1%83%93%E1%83%94%E1%83%9A%E1%83%98%E1%83%A0%E1%83%94%E1%83%91%E1%83%90-%E1%83%A8%E1%83%94%E1%83%96%E1%83%A6%E1%83%A3%E1%83%93%E1%83%A3%E1%83%9A%E1%83%98-%E1%83%94%E1%83%9B%E1%83%98%E1%83%A1%E1%83%98%E1%83%98%E1%83%A1-%E1%83%92%E1%83%90%E1%83%97%E1%83%95%E1%83%90%E1%83%9A%E1%83%98%E1%83%A1%E1%83%AC%E1%83%98%E1%83%9C%E1%83%94%E1%83%91%E1%83%98%E1%83%97-97fd0177858d)
Greek  (https://medium.com/@GeorgeTProfit/ypologizontas-tin-axia-tou-bitcoin-vasei-spaniotitas-528ef80d7bf)
Gujarati (https://medium.com/translation-of-modeling-bitcoins-value-with/%E0%AA%85%E0%AA%9B%E0%AA%A4-%E0%AA%B8%E0%AA%BE%E0%AA%A5%E0%AB%87-%E0%AA%AC%E0%AA%BF%E0%AA%9F%E0%AA%95%E0%AB%8B%E0%AA%87%E0%AA%A8%E0%AA%A8%E0%AB%81%E0%AA%82-%E0%AA%AE%E0%AB%82%E0%AA%B2%E0%AB%8D%E0%AA%AF-%E0%AA%AE%E0%AB%8B%E0%AA%A1%E0%AB%87%E0%AA%B2%E0%AA%BF%E0%AA%82%E0%AA%97-fce5cf53bebf)
Hebrew (https://medium.com/@asheridan/%D7%90%D7%99%D7%9A-%D7%9C%D7%97%D7%A9%D7%91-%D7%90%D7%AA-%D7%9E%D7%97%D7%99%D7%A8-%D7%94%D7%91%D7%99%D7%98%D7%A7%D7%95%D7%99%D7%9F-%D7%91%D7%90%D7%9E%D7%A6%D7%A2%D7%95%D7%AA-%D7%94%D7%A0%D7%93%D7%99%D7%A8%D7%95%D7%AA-%D7%A9%D7%9C%D7%95-dcfb60bb5c43)
Hindi (https://medium.com/@pradeepatmaram/%E0%A4%AC%E0%A4%BF%E0%A4%9F%E0%A4%95%E0%A5%89%E0%A4%87%E0%A4%A8-%E0%A4%95%E0%A5%80-%E0%A4%B8%E0%A5%80%E0%A4%AE%E0%A4%BF%E0%A4%A4-%E0%A4%89%E0%A4%AA%E0%A4%B2%E0%A4%AC%E0%A4%A5%E0%A5%80-%E0%A4%B8%E0%A5%87-%E0%A4%89%E0%A4%B8%E0%A4%95%E0%A5%87-%E0%A4%AE%E0%A5%82%E0%A4%B2%E0%A5%8D%E0%A4%AF-%E0%A4%AA%E0%A4%B0-%E0%A4%AA%E0%A5%8D%E0%A4%B0%E0%A4%AD%E0%A4%BE%E0%A4%B5-136eda7b1bbe)
Indonesian  (https://medium.com/cryptowatchasia/menghitung-nilai-bitcoin-berdasarkan-sifat-kelangkaannya-cd00d8c6c59f)
Italian  (https://medium.com/@carloclerici/il-concetto-di-scarsita-nella-determinazione-del-valore-di-bitcoin-c716c0ad3fff)
Japanese  (https://medium.com/@leriansfield/%E5%B8%8C%E5%B0%91%E6%80%A7%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%84%E3%81%9F%E3%83%93%E3%83%83%E3%83%88%E3%82%B3%E3%82%A4%E3%83%B3%E4%BE%A1%E5%80%A4%E3%81%AE%E3%83%A2%E3%83%87%E3%83%AB%E5%8C%96-f060486f2508)
Korean  (https://medium.com/@soulbitcoin1209/%ED%9D%AC%EC%86%8C%EC%84%B1%EC%9D%84-%ED%86%B5%ED%95%9C-%EB%B9%84%ED%8A%B8%EC%BD%94%EC%9D%B8-%EB%AA%A8%EB%8D%B8%EB%A7%81-modeling-bitcoins-value-with-scarcity-942ceb287d5b)
Norwegian  (https://kryptografen.no/2019/07/16/knapphet-bestemmer-verdien-pa-bitcoin/)
Persian (https://arzdigital.com/modeling-bitcoins-value-with-scarcity/)
Polish  (https://medium.com/@ztzawislak/modelowanie-warto%C5%9Bci-bitcoina-za-pomoc%C4%85-rzadko%C5%9Bci-739316b6e18a)
Portuguese (https://medium.com/@mmouta/modelo-matem%C3%A1tico-do-valor-da-bitcoin-com-base-na-escassez-4846c5d3f3f1)
Romanian  (https://medium.com/@AndreiStroescu1/evalu%C3%A2nd-bitcoin-bazat-pe-raritatea-sa-2ff052d7c44a)
Russian  (https://medium.com/@Tony_B/%D0%BC%D0%BE%D0%B4%D0%B5%D0%BB%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5-%D1%86%D0%B5%D0%BD%D0%BD%D0%BE%D1%81%D1%82%D0%B8-%D0%B1%D0%B8%D1%82%D0%BA%D0%BE%D0%B8%D0%BD%D0%B0-%D1%81-%D1%83%D1%87%D0%B5%D1%82%D0%BE%D0%BC-%D0%B4%D0%B5%D1%84%D0%B8%D1%86%D0%B8%D1%82%D0%B0-3fcb10890999)
Slovenian (https://medium.com/@thepkbadger/modeliranje-vrednosti-bitcoina-na-osnovi-redkosti-7197ccdaf36c)
Spanish (https://medium.com/@jsanzsz/valorando-bitcoin-en-funci%C3%B3n-de-su-escasez-9828dd9c197)
Swedish (https://medium.com/@w134386/modellera-bitcoins-v%C3%A4rde-med-knapphet-653049098e6c)
Turkish (https://medium.com/@oguzhu12/bitcoin-de%C4%9Ferinin-nadirlik-ile-modellenmesi-965d07b0fcda)
Vietnamese (https://news.bitcoinvn.io/mo-hinh-dinh-gia-bitcoin-stock-to-flow/?__cf_chl_jschl_tk__=0faab2e0a640c8beb336482b47546fb10c637aa1-1583587529-0-AfGOQ80zn1S8wPuEIkrD4mmHxI18d9lMNukecx7ew4bf-0rHjoXq60A35WdjONHRqVeRD_uBrOxDAnh4q_i8fJEZ5k7iehsWq_2OhWGscun6sZDOS9JVr4v5r0Q9MQqk6ZL4i8c7XMVxRpY3LA2xc8LdQVials8cXvO9YokE84VZurKYT6ezk8kntjt5RJ6b3KSTcII2tc-bevHawjIG0m7ib9fQHLQGapVOWAHzXc3gQxdLhELirRXRIOwNEQscXkTu2fAknfovH29wHgfisuuqdQOgwI_vlLrrbMkDolXI2jk76AhcBglMHL5ILMwYFjUWIaUWhymBR9S0guo1N1nMOOKY5vHQ4S-noLHmRPKwZkkQXjBSO8uQLDR27yZikA)


Live Stock-to-Flow Price:
Bitcoin Stock-to-Flow model live chart (https://digitalik.net/btc/)

https://talkimg.com/images/2023/05/16/bloba2e8aaa259d37a8e.jpeg

Live Stock-to-Flow dashboard:
Bitcoin SF Analysis (https://public.tableau.com/profile/hansolar#!/vizhome/BitcoinSFAnalysis/BTCValueSFModel?publish=yes) by @hansolar21

https://talkimg.com/images/2023/05/16/blob17e576c19186e699.jpeg

F.A.Q.

There are a lot of questions about the Stock-to-Flow Model. Many of those have already been answered in the many podcasts (reference after the answer). I will copy here the most recurring ones, I will use PlanB’s words to describe the answer, adding some considerations of mine in case it's required.


Q1.
Quote
Stephan Livera: I guess the other factor here to think about is that in practice what happens is markets can swing, or it can overshoot and then undershoot. Can you discuss that a little bit?

A1.
Quote
PlanB: Absolutely. Maybe when we talk later about the model itself, you’ll see it doesn’t have an accuracy of 100%, of course, because it’s a model; so all those FOMO actions and bull markets and bear fear, it’s all not in there, and you see that in the chart as well. So, the model price is very simple, based on Stock-to-Flow; but the actual market, of course, where fear and greed are playing out, so it overshoots and undershoots. Usually, what you see… “usually,” I mean the last two times… is that the market overshoots 3-10x the model value, but undershoots 50% maximum, so that’s one of the reasons why I thought, “Okay, if we’re at a model value today of a little above $6000, 50% of that $3000 should be the bottom of current bear market. But, yeah, that’s how I see it.
SLP67


Q2.
Quote
Oh, is the halving priced in?” and I think this does speak on where you stand on other debates; for example, the efficient market hypothesis. So, as an Austrian, and even Saifedean himself I think has made a similar comment on this saying, “Look, knowledge is not given to everyone equally, and so we should not anticipate that what might be called the strong form of the EMH, or even perhaps the weak form of the EMH, is not a good way to think about things,” but then there are others from the Chicago School and other schools of thought that may believe in that more. Where do you side on that?
A2.
Quote
PlanB: That’s a very interesting point. Actually, that’s one of my first charts, the halving chart with the color overlay; it shows the Bitcoin price with the months until the next halving; and you can clearly see from that chart that the halving is not priced in, or at least was not priced in the last two times. So, my best guess would be it is not priced in now, next halving May 2020, but the efficient market hypothesis. It’s kind of weird. It should be priced in, of course. In fact, I’m a big believer of the efficient market hypothesis, or at least it should be used as a first starting point for most people that don’t have inside information, or specialized knowledge, or a big trading room available. The efficient market price is the best price there is, they can rely on that, and that’s especially true if markets are really big and liquid and efficient, and I think that’s true for the Bitcoin, in a sense. It’s like an $80 billion market.
SLP67



Q3.

Quote
Stephan Livera:[...]“Oh, can you apply the Stock-to-Flow analysis or modeling to Altcoins?” [...]"
A3.
Quote
PlanB: Right, yeah. That’s the most frequently asked question that I got, can you make a Stock-to-Flow model for Litecoin or B Cash or Ethereum. So let’s dive a little a little bit deeper there. The thing with a Stock-to-Flow analysis indeed is it’s based on unforgeable costliness. So maybe go one step back for our first-time listeners. Stock-to-flow is stock or the reserves or something like Bitcoin 17 million, almost 18 million in stock, and that’s divided by flow, so stock-to-flow, and flow is the protection. And that’s about 0.7 million bitcoins per year at the moment. And if you divide those two, you get the number 25, and 25 is the stock-to-flow number for Bitcoin.

PlanB: And it’s not just a number, I mean I called it scarcity, a quantitative measure of scarcity in the article, but really the key of stock-to-flow is the inability of production to inflate the stock. If the stock is large enough and the production is kept or restricted somehow then the production and the producers are enabled to inflate the stock. And we know what kind of problems you get when certain individuals or companies, or governments can inflate stock. Look at Zimbabwe for example where Mugabe can print, and did print as many Zimbabwe dollars as he wanted, and with disastrous effects for the economy. And the same with Maduro in Venezuela. And you could say the same from the dollar, and the Euro at the moment as well with quantitative easing. They’re printing… I’m not allowed to say printing, but creating electronic dollars, and Euros, and Yens to bail out banks, and whole economies.

PlanB: So the inability of production to inflate the stock that’s what stock-to-flow really is about to prevent things that we see in fiat currencies in Zimbabwe and Venezuela, and currently in quantitative easing. So if we apply that to crypto, if you like, then the thing like decentralization becomes very important. If one person, one company or a country can decide to change the monetary policy, it’s not decentralized. The producer, this person or government, or company can, it will be able to make more coins and inflate the stock.

PlanB: For example, take Ripple. The CEO of Ripple can premine another hundred billion ripples if he wanted that. And if you look at Ethereum as well, there was no cap on the supply of Ethereum, and now they changed that. So they’re changing the money supply. It’s not what it was or what it will be, the money supply, but the fact that they can change it is… Well, that’s the thing I would be worried about as an investor. And that’s totally different in Bitcoin. Bitcoin, you have this truly peer-to-peer network with many nodes, and you can verify the money supply yourself. You’re not dependent on a third-party like a bank or company, or a data center to tell you how much the money supply is.

PlanB: You cannot change the money supply or change that magic 21 million coins number, and if you do you’re basically hard-forking away from Bitcoin. And, yeah, I guess nobody will follow you. A bit like Bitcoin Cash with the big blocks. Yeah, but you can do it, but don’t expect people to follow you. Maybe a last thing to mention is that that on the theoretical side of stock-to-flow on Altcoins, money has to be hard to produce, expensive like gold. So there’s lots of gold in the oceans, and I even read this article about the asteroid, the golden asteroid recently.

PlanB: It would be very expensive to mine that gold in the ocean or asteroids, and that prevents it from happening, I guess. And the same for Bitcoin. It has a hash-based proof-of-work with a very high hash rate. So it costs a lot of electricity to mine bitcoins, and that’s totally different for a lot of Altcoins of course. So for example, Ripple again has no proof-of-work or Bitcoin Cash has almost no hash rate, so no security. Again, that would make me a little bit nervous as an investor, and people who’d like to know more about this, it was Nick Szabo who invented the term, and described the unforgeable costliness in great lengths. So make sure you read that all.

PlanB: On top of this theoretical argument of unforgeable costliness, I decided a bit against my will, but because there was so much demand to model Altcoin’s with stock-to-flow. Just to see if practically it would be possible to do it. And that’s in fact one of the strains of research I’m working on right now with a team of quants. And I can tell you a little bit already what the result is, and I tweeted a little bit about that as well. They all have very low R-squares, so the models don’t really fit very well. For example, Litecoin which is very interesting because the halving is very soon. Litecoin has an R-squared of 32%. That’s versus Bitcoin 95%. 32 is really low. It basically says there is no relationship there. The same with Ethereum around 50% R-squared. Coins like DCR, Decred. I don’t know how you pronounce it properly, but 0% R-squared.

PlanB: So the theoretical argument of unforgeable costliness already makes you expect that it is not possible, but if you actually do the work and make the stock-to-flow models the outcomes are not very good. [...]
SLP86

A few SF graph for altcoins: clearly there's a lack of correlation (and cointegration) between SF and value:

https://pbs.twimg.com/media/D8itSoMXYAA3tNw?format=png&name=900x900https://pbs.twimg.com/media/D8itUJBXkAAmtT_?format=png&name=900x900

Q4.
Quote
Stephan Livera: Yeah, it’s fascinating stuff. And this table that you’ve got, so you think, so just for the listeners, it’s showing the year, the halving, and the model predicted price. So as you said 50,000, 400,000, and then 3.2 million for the 2028 halving. Now, to the extent that stock-to-flow modeling works, so again caveat, this is not economic law, it’s some sort of modeling, but to the extent that the modeling works. Do you have any reflections on how many cycles we could anticipate this working for?
A4.
Quote
PlanB: Yeah, that’s also a discussion on Twitter, lots of questions about exactly this infinite value if you wish. If you follow the table, we could go all the way to 2140 when the flow is zero, when there’s no more new bitcoins, only fees. And the theoretical value how to Stock-to-Flow model would be infinite. So how can that be? And basically I think this is a very theoretical argument. And I’m a very practical guy. So if I look at the next three halvings alone. So we’re now at, say, 100, $200 billion market. Every halving this market goes 10X. So after 2020, we go to one trillion, after ‘24 we go to 10 trillion. And after ’28, so the third halving we go to a 100 trillion US dollars, hence my name, my Twitter handle.

PlanB: I think that we don’t have to wait until 2140 before the model breaks or before something breaks. I think we’ll be there sooner than we think. I think we’ll be there well, maybe 24. Somewhere between 24 and 2028 because 10 to $100 trillion Bitcoin market that’s enormous if you compare it to the US dollar for example. It has a monetary base of three trillion, and I think an M2 of about 12 or 14 trillion. So then that means that somewhere between 2024 and 2028, bitcoin is bigger than the US dollar. It basically means the US dollar will die, and we’ll be measuring things in Bitcoin.

Stephan Livera: Very bullish.
SLP86

Here the image detailing what they were referring to:

https://pbs.twimg.com/media/EAjO7XrXUAAwh-u?format=png&name=small
 Twitter link (https://twitter.com/100trillionUSD/status/1155400826002771968?s=20)


When Satoshi picked the 21 millions as the total cap to BTC supply made some assumptions on the total money supply, and figured out that if this limit was equalled by Bitcoin, then a satoshi, the minimum unit of bitcoin, a would have been worth a singe cent, the minimum practical unit of account. This backwardly then implied a single bitcoin would have been worth one million. (Hal Finney (https://www.cryptopolitan.com/hal-finney-bitcoin-price-prediction-10-m/) was involved into this choice)
For Bitcoin to appreciate beyond this limit of course we need the dollar to lose value: beyond a certain level it is not bitcoin appreciating, it's dollar losing value in real term. When bitcoin will be at 3,200,000 USD maybe a liter of milk will be at 50 USD: we will be measuring the prices with a shorter and shorter meter.

Stock-to-Flow model independent review:

  • Quantifying Uncertainty In The Bitcoin Stock-to-Flow Model (https://e-string.com/articles/bitcoin-stock-to-flow-uncertainty/)
    Quote
    The linear regression of the log of the values seems reasonable but the uncertainty (variability / error) large enough, especially when brought back to a linear scale, that it makes it difficult to make useful specific predictions. Then again, that alone is useful information.

  • Falsifying Stock-to-Flow As a Model of Bitcoin Value (https://medium.com/@phraudsta/falsifying-stock-to-flow-as-a-model-of-bitcoin-value-b2d9e61f68af)

    Quote
    This article explores if there is a stock-to-flow relationship to Bitcoin value. The proposed log-log model is tested for statistical validity against the least squares assumptions, for stationarity in each variable and for potential spurious relationships. A Vector Error Correction Model (VECM) is built and tested against the original stock-to-flow model. Whilst some of these models out-compete the original model in terms of Akaike Information Criteria, all of them fail to reject the hypothesis that stock-to-flow is an important non-spurious predictor for the value of Bitcoin.


Podcasts where PlanB discusses his article:

  • What Bitcoin Did: Plan₿ on Bitcoin’s Stock-to-Flow (https://www.whatbitcoindid.com/podcast/plan-on-bitcoins-stock-to-flow)
  • Stephan Livera Podcast #86 PlanB – Frontrunning the Bitcoin Halvening? (https://stephanlivera.com/episode/86/)
  • Stephan Livera Podcast #67 PlanB – Modelling Bitcoin digital scarcity through Stock-to-flow Techniques (https://stephanlivera.com/episode/67/)

Stock-to-Flow appearances in other contexts:

  • State-Backed German Bank Says Bitcoin Will Leap to $90,000 in 2020 (https://cointelegraph.com/news/state-backed-german-bank-says-bitcoin-will-leap-to-90-000-in-2020)

    Quote
    The German bank BayernLB has published a report on Bitcoin (BTC) versus gold, in which it predicts a big leap for the cryptocurrency in 2020.

    Bitcoin outshining gold?
    On Oct. 1 the Munich-based, state-owned bank published its latest research report that seems to suggest that the forthcoming Bitcoin halving effect is yet to be factored into its current price of about $8,300.

    The financial institution explained that gold had to earn its high stock-to-flow ratio “the hard way over the course of millennia.” Bitcoin on the other hand will most likely succeed to obtain a similar stock-to-flow ratio to that of gold in the coming year, the report predicts.

    Direct link to research paper:
      Is Bitcoin outshining gold? (https://www.bayernlb.com/internet/media/ir/downloads_1/bayernlb_research/megatrend_publikationen/megatrend_bitcoins2f_20190930_EN.pdf)




This post is eligible for my project:

Help me translate my best posts in your Local Board (https://bitcointalk.org/index.php?topic=5230761.msg53972826#msg53972826)

Quote
I am a strong believer in the utility of local boards.
I am lucky enough to be able to express myself in at least a couple of languages, but I know this is not the case for everyone.
A lot of users post only in the local boards because of a variety of reasons  either language or cultural barriers, lack of interest or whatever other reason.
I personally know a lot of very good users (from the italian sections mainly, for obvious reason) who doesn't post in the international sections.

I think all those users they are missing a lot of good contents posted on the international (english) section or on other boards.

If you think you can help here, just visit the thread!




Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: buwaytress on October 08, 2019, 10:19:12 AM
Wasn't a German bank last week also using a stock to flow model to relate the hardness of Bitcoin (in comparison to the hardness of gold). Saw the piece of news trawling the usual sites a few days ago, but it headlined with a $90k valuation by May 2020, so yeah, maybe needed a lot of tweaking. The researchers did admit they hadn't priced in halving though, but I fear to see what 6-figure digit that would have brought up to surface!


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Gyrsur on October 08, 2019, 10:52:30 AM
Wasn't a German bank last week also using a stock to flow model to relate the hardness of Bitcoin (in comparison to the hardness of gold). Saw the piece of news trawling the usual sites a few days ago, but it headlined with a $90k valuation by May 2020, so yeah, maybe needed a lot of tweaking. The researchers did admit they hadn't priced in halving though, but I fear to see what 6-figure digit that would have brought up to surface!

this news here? --> https://cointelegraph.com/news/state-backed-german-bank-says-bitcoin-will-leap-to-90-000-in-2020


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: teosanru on October 08, 2019, 11:31:59 AM
Well this is excellent! I never thought this modelling value of Bitcoin. Anyone not interested in the text here and want's to understand this video can watch this youtube video right here
https://www.youtube.com/watch?v=1VSqBxPi4Ww (https://www.youtube.com/watch?v=1VSqBxPi4Ww)

It beautifully explains that article from where OP got the idea of this modelling. So basically if we look upon this ideology Bitcoin currently is overpriced but the current prices also include the effect of the forces of demand and supply so price seems genuine to me. But more importantly soon it can be much more expensive than Gold as an asset.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: mu_enrico on October 08, 2019, 03:34:32 PM
Finally something new and worth to read. I'm not familiar with this "stock to flow" in Finance. Let's see what this is about:

Oh, it's basically a measure of scarcity, by looking at the "world inventory" and the amount produced annually.
https://monetary-metals.com/gold-economics/lexicon/?mmdesc=stock-to-flow-ratio#stock-to-flow-ratio

This model should suffice for an academics paper (at least in my country). However, it might not get an accurate result for forecasting. It still utilizes historical data, right?
For forecasting purposes, however, this model can be used as one out of many models and assumptions.

The good news is, as Satoshi said, if you can get enough people to believe this model, it will be a self-fulfilling prophecy.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 08, 2019, 03:36:53 PM
<snip>
This model should suffice for an academics paper (at least in my country). However, it might not get an accurate result for forecasting. It still utilizes historical data, right?
For forecasting purposes, however, this model can be used as one out of many models and assumptions.

The good news is, as Satoshi said, if you can get enough people to believe this model, it will be a self-fulfilling prophecy.


Good news is: somebody already thought of it, and tested.

Actually the author himself did it.

What if, instead of using all the available data to fit the model, we use only the Oct yearly Data on 2009-2012 (4 points), so before the first halving? We use those 4 points  we fit the model and then we compare it with the actual data 7 out of sample data points (Oct 2012- Oct 2019).

The result is the following:

https://pbs.twimg.com/media/ED3ha7oXoAAg6pJ?format=png&name=4096x4096

Quote
The main model is fit on 111 monthly data points: $55K 95% R2.

This simple model is fit on only 4 Oct month data points: $100K 99.5% R2 and great out of sample fit.

https://twitter.com/100trillionUSD/status/1151952837607342080?s=20


99.5% means there's no chance the model is wrong about the correlation.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: bkbirge on October 08, 2019, 05:58:00 PM
Another great fillippone thread, would sMerit but out, so a 1000 virtual merits to you sir.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: scambust on October 08, 2019, 06:38:45 PM
And I thought there is nothing new to learn about trading cryptocurrencies. Thanks, I bookmarked 100trillionUSD's medium post for further study. It was always in the back of my mind that stocks/securities have price to earning ratio while cryptocurrencies obviously doesn't have one and what metric could be  applied to coins in a similar fashion.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: mu_enrico on October 08, 2019, 07:34:24 PM
@fillippone thanks for the serious response.

In the time series analysis, you can divide the period into (1) in-sample period and (2) post-sample or out-of-sample period. I have no problem with the (1) in-sample period if the model is statistically significant. In this case, the Stock To Flow Model can be presented and discussed to underline the scarcity, halvings, as you said, but only for 2009 - present (up to the model generated).

This post https://bitcointalk.org/index.php?topic=5191012.msg52693516#msg52693516 also about the in-sample period or in-sample forecast.

For forecasting (let's say 2020 or 2025), we deal with (2) the post-sample period. This is when "uncertainties" come to play. If every relationship stays the same, we can expect that this model can accurately predict future BTC prices. However, in economics, that's not possible since the world is continuously changing.

Suggested reading:
https://stats.stackexchange.com/questions/260899/what-is-difference-between-in-sample-and-out-of-sample-forecasts
https://people.duke.edu/~rnau/three.htm


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 08, 2019, 07:45:57 PM


This post https://bitcointalk.org/index.php?topic=5191012.msg52693516#msg52693516 also about the in-sample period or in-sample forecast.



In the attached post:
In-sample size is 4 (yearly October Data 2009-2012 - before first halving).
Out of sample size is 7 (yearly October Data 2013-2019 ).

This model was only deemed to show that with only 4 data you already get the stock to flow dynamics and you can correctly predict 2019 prices using only 2009-2012 data!

It is a different model from the full model that took in account I believe 111 monthly data points between 2009 and 2019 (r2 is also different).




Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: mu_enrico on October 08, 2019, 07:54:09 PM
It is a different model from the full model that took in account I believe 111 monthly data points between 2009 and 2019 (r2 is also different).
Okay, then you have a good case about this model's ability to forecast.
However, careful about "overfitting" and let's see about it in the next few years :)


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 10, 2019, 09:31:51 AM
It is a different model from the full model that took in account I believe 111 monthly data points between 2009 and 2019 (r2 is also different).
Okay, then you have a good case about this model's ability to forecast.
However, careful about "overfitting" and let's see about it in the next few years :)

Again, the author explored this possibility, and found some nice evidence:

Quote
I am aware of the potential dangers of backward fitting and over fitting. However, the #bitcoin S2F model doesn't seem to have that problem.

https://pbs.twimg.com/media/D-9sLXCXYAAcmt1?format=png&name=large

https://twitter.com/100trillionUSD/status/1148255654051794944?s=20


As you can see, taking different subset of sample points, doesn't change dramatically the model: hence overfitting hypothesis can be safely discarded.
This is very important, imho, you were right pointing to this as a potential invalidating point for the model, but this can be safely dismissed.





Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: mu_enrico on October 10, 2019, 10:06:21 AM
Thanks! I have put your findings here on my local board.
https://bitcointalk.org/index.php?topic=903836.msg52711931#msg52711931

You did an excellent job presenting the proof and discuss humanely. I like it when people don't get triggered or rude when challenged. I don't have a problem with the model, but at the same time, not saying that the reality will conform to the model. That's what skeptics do ;D


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 10, 2019, 10:26:47 AM
Thanks! I have put your findings here on my local board.
https://bitcointalk.org/index.php?topic=903836.msg52711931#msg52711931

You did an excellent job presenting the proof and discuss humanely. I like it when people don't get triggered or rude when challenged. I don't have a problem with the model, but at the same time, not saying that the reality will conform to the model. That's what skeptics do ;D

Thank you.
I like to discuss this model, because I am desperately trying to find a reason why it fails.
Because otherwise it's too easy to make money on the back of this!
So any doubt is welcome, as allows me to better understand the model itself.
The consequences of this models are imho, beyond our understanding (getting to a BTC valuation of millions is going to break many things).


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: hatshepsut93 on October 10, 2019, 09:20:10 PM
I like to discuss this model, because I am desperately trying to find a reason why it fails.
Because otherwise it's too easy to make money on the back of this!
So any doubt is welcome, as allows me to better understand the model itself.
The consequences of this models are imho, beyond our understanding (getting to a BTC valuation of millions is going to break many things).


The last time I saw this model, I noticed that it just approaches infinity as Bitcoin's stock flow  approaches zero, so obviously it will break at some point - https://bitcointalk.org/index.php?topic=5183373.msg52414987#msg52414987

The author also realizes it, judging from his Q4 in your OP, so really it's just a question of how soon this model will break - in a few years, in 4-8 years, or maybe it has already failed?

https://imgs.xkcd.com/comics/extrapolating.png


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 10, 2019, 10:22:00 PM
I like to discuss this model, because I am desperately trying to find a reason why it fails.
Because otherwise it's too easy to make money on the back of this!
So any doubt is welcome, as allows me to better understand the model itself.
The consequences of this models are imho, beyond our understanding (getting to a BTC valuation of millions is going to break many things).


The last time I saw this model, I noticed that it just approaches infinity as Bitcoin's stock approaches zero, so obviously it will break at some point - https://bitcointalk.org/index.php?topic=5183373.msg52414987#msg52414987

The author also realizes it, judging from his Q4 in your OP, so really it's just a question of how soon this model will break - in a few years, in 4-8 years, or maybe it has already failed?

https://imgs.xkcd.com/comics/extrapolating.png
This is a very interesting question.

First of all, also thank you for letting me know that someone already opened a thread on the same article, I searched on the forum, but I wasnt able to find it, so I will write a comment also there.

Then a little typo you made: SF go to infinity because the FLOW goes to zero, not the stock, which instead goes asintotically to 21 millions.

Lastly, the author recognise that BTC cannot go to the millions without something breaking. But the point is its not the model to break, but the numeraire of the model, the unit of measure of the model, I.e. the dollar!
As I wrote above its not the BTC gaining value versus the dollar, it will be the dollar losing value versus everything.

Regarding the possibility the mode has already failed: negative. Actual BTC  price is still well in line with the model price, so it still working.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: hatshepsut93 on October 10, 2019, 10:51:43 PM
This is a very interesting question.
First of all, also thank you for letting me know that someone already opened a thread on the same article, I searched on the forum, but I wasnt able to find it, so I will write a comment also there.

Don't worry, your thread is much deeper, so it shouldn't count as a duplicate.

infinity because the FLOW goes to zero, not the stock, which instead goes asintotically to 21 millions.

Lastly, the author recognise that BTC cannot go to the millions without something breaking. But the point is its not the model to break, but the numeraire of the model, the unit of measure of the model, I.e. the dollar!
As I wrote above its not the BTC gaining value versus the dollar, it will be the dollar losing value versus everything.

Regarding the possibility the mode has already failed: negative. Actual BTC  price is still well in line with the model price, so it still working.

I don't get how a model based on Bitcoin's supply can predict that the US dollar would lose so much value that it would actually spiral into a Zimbabwe-like inflation. Despite Bitcoin being a huge part of my savings, I would actually hate to see it happen, as it would mean a disaster for global economy.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: BigBoy89 on October 10, 2019, 11:38:51 PM
I'm always wondered why people are applying some mathematical models, stocks signals and so on on a very very speculative active like Bitcoin?!
It was interesting to read... as fiction. It's pointless. People see a 100M transaction and the price is dropping 10%. By pure speculations.

IMO articles like OP are irrelevant to the Bitcoin and other altcoins where prices are driven by specula and specula only.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: mu_enrico on October 11, 2019, 03:24:20 AM
I like to discuss this model, because I am desperately trying to find a reason why it fails.
Because otherwise it's too easy to make money on the back of this!
Very well, mate.
I don't see economics-related discussion on this thread, the question is, do tech enthusiast here learn economics?

1. The Assumption
Let's see about the equation
Price = 0.4*SF^3 translate: constant*SF^constant, the author is saying that the only variable matters in price/value discovery is Stock-to-flow. This is conceptually wrong since many things affect the price/value discovery. What if the world economy is in a recession? Is it a coincidence that there is no global recession in the past ten years.

Is it make sense to include: economic growth, inflation rate, risk-free rate?

2. Model fit data or Data fit model?
Ideally, the researcher changes the models to fit the data. However, it's often difficult without "data treatment." Thus, in my limited observation, researchers tend to do the opposite, transforming the data to fit the model.

I'm one of the "don't transform your data" kind of guy.

3. Real-world problem
The data capture real-world dynamics up to 2019 (assumed that the market is efficient). Therefore, if the researcher creates a model about it, he will find a model that captures the dynamics, well... up to 2019. The dynamics will certainly change in the future, thus making the model invalid for forecasting.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 11, 2019, 09:54:40 AM
I will try to answer all your question, limited to my understanding of the model.

IMO articles like OP are irrelevant to the Bitcoin and other altcoins where prices are driven by specula and specula only.

1. The Assumption
Let's see about the equation
Price = 0.4*SF^3 translate: constant*SF^constant, the author is saying that the only variable matters in price/value discovery is Stock-to-flow. This is conceptually wrong since many things affect the price/value discovery. What if the world economy is in a recession? Is it a coincidence that there is no global recession in the past ten years.

Is it make sense to include: economic growth, inflation rate, risk-free rate?

Model R^2 is 95%: the model has a correlation of 95% with actual data. All other factors than SF, speculation included have an impact on the BTC valuation, but they account only for the residual 5% of the value. So, including them in this model (how?) only increases the forecasting capabilities of 5%. I think we can agree it's not worth the effort.
Regarding BigBoy89 observation I would add that the above consideration is for Bitcoin only. For altcoins I don't knwo what is driving the price, not SF for sure.

 
2. Model fit data or Data fit model?
Ideally, the researcher changes the models to fit the data. However, it's often difficult without "data treatment." Thus, in my limited observation, researchers tend to do the opposite, transforming the data to fit the model.

I'm one of the "don't transform your data" kind of guy.
All the data are publicly available and open to scrutiny on PlanB github (https://github.com/100trillionUSD/bitcoin). material errors have been found in the past, and author has been ready to adjust his model accordingly 8e.g. Silver stock to flow).
 

3. Real-world problem
The data capture real-world dynamics up to 2019 (assumed that the market is efficient). Therefore, if the researcher creates a model about it, he will find a model that captures the dynamics, well... up to 2019. The dynamics will certainly change in the future, thus making the model invalid for forecasting.

As I showed above, analysing data before the first halving , data collected in 2009-2012, correctly predicts price in 2019. Of course dynamics can change after 2019, but I guess that if it held during the wild ride from zero to 10K, it is probably going to stay strong in the future.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 15, 2019, 04:55:30 AM
Another tweet by PlanB detailing the Power Law Relationship:


Quote
A stock-to-flow 100 asset, being worth less than gold ... is like a planet 100 astro units from the sun, rotating faster around the sun than Pluto

https://pbs.twimg.com/media/EGyiGtOX0AE2kZv.pnghttps://pbs.twimg.com/media/EGyiGtvXYAUTIye.png

https://twitter.com/100trillionusd/status/1183499046935322624?s=21


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 17, 2019, 02:56:42 PM

Quote
We are at about 6 months before May 2020 #bitcoin halving.

In 2012 btc jumped from $5 to $12 (2.3x) in those 6 months before the halving. In 2016 btc jumped from $350 to $650 (1.7x).

https://pbs.twimg.com/media/EG_ig7mW4AAk_JG?format=png&name=900x900

https://twitter.com/100trillionusd/status/1184414286292160513?s=21

I think 2020 halvening will unfold differently from the pas ones, so I think it is hard to expect price to follow exactely the same part of 4 years ago.
The thing is that given the fact that PlanB published his work, a lot more people is looking at halvening, and the impact it is having on price via the SF ratio.
Lot of more professional investors are now in the arena, compared to 4 years ago.
So I would expect more people actually buying before the halvening, hence the post halvening bull run should be front run with a pre halvening bull run.
So, next months are critical!

Positive way of thinking: halving is not priced in yet: you can bargain BTC now!
Negative way of thinking: halving is priced in and there wont be any rally for four years. Model has failed.

This is the big bet for 2020: if we will not have a very strong bull run, at later 12 months after the halvining thane the model will have failed. And this is going to push the price lower almost forever.
Otherwise brace yourself for moon.



Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on October 17, 2019, 03:48:18 PM
So. Um. TL;DR = 2023 $100k, 2028 $1m ? And some numbers in between. More or less.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: bustedsynx on October 17, 2019, 04:00:19 PM
fillippone, I've been looking everywhere on the posts of PlanB - his tweets, his Medium posts. There was a prediction that sometime before or after the halving in May next year, he predicted the BTC price will be $50,000. Could you explain in layman's terms how he arrived with that number?


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 17, 2019, 04:03:55 PM
So. Um. TL;DR = 2023 $100k, 2028 $1m ? And some numbers in between. More or less.

An image is worth a thousand words.

https://pbs.twimg.com/media/EAjO7XrXUAAwh-u?format=png&name=small
 Twitter link (https://twitter.com/100trillionUSD/status/1155400826002771968?s=20)

Every halving multiplies BTCUSD by a factor of 8.

fillippone, I've been looking everywhere on the posts of PlanB - his tweets, his Medium posts. There was a prediction that sometime before or after the halving in May next year, he predicted the BTC price will be $50,000. Could you explain in layman's terms how he arrived with that number?

He noted that there is a correlation, a very high correlation, between the Stock to flow ratio and price. Stock is the total of Bitcoin ever mined, flow is the Bitcoin production via flow. This relationship holds since 2009-2012(even before first halving, and still valid today), and never overshoot price of more than 100% (price was neve below 50% of model value) and never underestimated more than 300% (price was never 3 time bigger than model price). So it was a little bit conservative.
If you put model parameters into the SF at halving in May 2020 you get a price of 50,000 BTCUSD. As simple as that.
 


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: bkbirge on October 17, 2019, 05:15:40 PM
So. Um. TL;DR = 2023 $100k, 2028 $1m ? And some numbers in between. More or less.

An image is worth a thousand words.

https://pbs.twimg.com/media/EAjO7XrXUAAwh-u?format=png&name=small
 Twitter link (https://twitter.com/100trillionUSD/status/1155400826002771968?s=20)

Every halving multiplies BTCUSD by a factor of 8.

fillippone, I've been looking everywhere on the posts of PlanB - his tweets, his Medium posts. There was a prediction that sometime before or after the halving in May next year, he predicted the BTC price will be $50,000. Could you explain in layman's terms how he arrived with that number?

He noted that there is a correlation, a very high correlation, between the Stock to flow ratio and price. Stock is the total of Bitcoin ever mined, flow is the Bitcoin production via flow. This relationship holds since 2009-2012(even before first halving, and still valid today), and never overshoot price of more than 100% (price was neve below 50% of model value) and never underestimated more than 300% (price was never 3 time bigger than model price). So it was a little bit conservative.
If you put model parameters into the SF at halving in May 2020 you get a price of 50,000 BTCUSD. As simple as that.
 

So if I understand that correctly then we can bound the table s.t. next halving could see price as low as $25,000 and not quite as high as $150,000?


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 17, 2019, 05:21:24 PM
Correct.
Of course all due and usual disclaimers apply.
Not financial advice, DYOR....etc.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: bkbirge on October 17, 2019, 05:25:32 PM
Correct.
Of course all due and usual disclaimers apply.
Not financial advice, DYOR....etc.


Sure, no worries, not planning buys or sells based on this, just trying to understand the model assumptions and bounds.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on October 17, 2019, 05:39:55 PM
No need to over think it. Just buy and buy until you can't. In 10 years, BTC is worth $3.2m... If it's less, that's still not so bad, but it will probably be higher than what ever price you buy today.

So, did some napkin math and it looks like, more or less, doubling every year.

2020    $50,000.00
2021~2022    $100,000.00
2022~2023    $200,000.00
2024    $400,000.00
2025~2026    $800,000.00
2026~2027    $1,600,000.00
2028    $3,200,000.00


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: exstasie on October 17, 2019, 05:54:10 PM
He noted that there is a correlation, a very high correlation, between the Stock to flow ratio and price. Stock is the total of Bitcoin ever mined, flow is the Bitcoin production via flow. This relationship holds since 2009-2012(even before first halving, and still valid today), and never overshoot price of more than 100% (price was neve below 50% of model value) and never underestimated more than 300% (price was never 3 time bigger than model price). So it was a little bit conservative.
If you put model parameters into the SF at halving in May 2020 you get a price of 50,000 BTCUSD. As simple as that.

The model definitely leans to the conservative side. It's limiting in the same way the historic logarithmic trend is. BTC may end up bucking both trends for that reason because they don't account for the possibility that adoption will follow an S curve. (https://en.wikipedia.org/wiki/Diffusion_of_innovations)

Chances are that price won't keep neatly following these patterns. Once patterns become too obvious, markets begin front running them, so these price dynamics may accelerate over time ahead of the stock-to-flow ratio.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on October 17, 2019, 06:28:09 PM
No need to over think it. Just buy and buy until you can't.

I agree with concepts of not to overthink, and to just buy.. in a kind of dollar cost averaging way.. but frequently there does take some thinking to figure out how much you can buy without gambling or overextending yourself.


In 10 years, BTC is worth $3.2m... If it's less, that's still not so bad, but it will probably be higher than what ever price you buy today.


That is pretty optimistic, and it could happen.  However, the beginning portions of an exponential curve (if we are in one) might look different than later portions.  Furthermore, it is probably a lot more prudent to have a conservative range, including both starting from current price, and even if you are projecting up to also have some conservative numbers.  

By the way, your starting point seems to be both high numbers and using ATH from 2017 as your starting point, so even your numbers should be more conservative if they go from a more reasonable starting point, such as current price, but I will note that if you count every year, a 2x every year still does get us much above $3.2 million in 10 years.

So, did some napkin math and it looks like, more or less, doubling every year.

2020    $50,000.00
2021~2022    $100,000.00
2022~2023    $200,000.00
2024    $400,000.00
2025~2026    $800,000.00
2026~2027    $1,600,000.00
2028    $3,200,000.00

Here's an illustration of a few differing scenarios of varying steady appreciation:


yearly/%  6%      50%      100%        150%
2019      $8,000   $8,000     $8,000        $8,000
2020      $8,480   $12,000     $16,000        $20,000
2021      $8,989   $18,000     $32,000        $50,000
2022      $9,528   $27,000     $64,000        $125,000
2023      $10,100   $40,500     $128,000     $312,500
2024      $10,706   $60,750     $256,000     $781,250
2025      $11,348   $91,125     $512,000     $1,953,125
2026      $12,029   $136,688     $1,024,000  $4,882,813
2027      $12,751   $205,031     $2,048,000  $12,207,0 31
2028      $13,516   $307,547     $4,096,000  $30,517,578

You can see from these charts that even conservative estimates gives you decent returns, and probably more realistic prediction tables would show a tapering off of the amount of the annual return rather than keeping the annual return as a constant through the next 10-year period.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on October 17, 2019, 07:22:41 PM
I followed the picture and the other numbers from this thread and just extrapolated the years in between. In any case, the next ten years is going to be interesting. Anyone who gets anything between 0.1 to 10 BTC is going to experience some changes if he HODLs until the end.

Now, if only I can accelerate acquiring bitcoins ... that's another story.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 17, 2019, 08:39:31 PM
<snip>
 In any case, the next ten years is going to be interesting. Anyone who gets anything between 0.1 to 10 BTC is going to experience some changes if he HODLs until the end.


This is exactly the reason why I am putting so much effort into studying this model and spreading it: its a low hanging fruit, if only you can see it!


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 18, 2019, 06:43:16 PM
This interview Might be very interesting.
It’s behind a paywall, but they give 14 days trial free of charge.

Quote
This very special Gold vs Bitcoin guest would ONLY agree to be interviewed if @RaoulGMI was asking the questions… and he could remain anonymous.

This is an absolute coup for Real Vision. Please welcome Plan₿ @100trillionUSD: rvtv.io/2BqGAO1 (http://rvtv.io/2BqGAO1)

#gold #bitcoin

https://twitter.com/realvision/status/1185245355061010437
 

https://talkimg.com/images/2023/05/16/blob36b6e48b6926f732.jpeg


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on October 18, 2019, 07:48:46 PM
I was just reading an old post from Hal Finney, and even at bitcoin's inception (version 0.1) he already thought that bitcoin could be worth $10 million. Per coin. That was 10 years ago.

So $3m or $4m, might be possible in the next few decades (hopefully sooner, but I don't mind if it takes longer.)


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 18, 2019, 08:25:41 PM
I was just reading an old post from Hal Finney, and even at bitcoin's inception (version 0.1) he already thought that bitcoin could be worth $10 million. Per coin. That was 10 years ago.

So $3m or $4m, might be possible in the next few decades (hopefully sooner, but I don't mind if it takes longer.)
Actually you know the total amount of bitcoin (21,000,000) was engineered regarding the total world M2: if the bitcoin was successful 21 million bitcoin would equal the total capitalisation of major fiat money, with a Satoshi worth 1 cent of usd (minimal practical unit of account).
You had to have great minds to think about this 10 years ago.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Last of the V8s on October 18, 2019, 08:50:39 PM
No it was arbitrary and coincidental. eg https://thenextweb.com/hardfork/2019/07/08/heres-why-satoshi-nakamoto-set-bitcoin-supply-limit-to-21-million/


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 18, 2019, 09:07:29 PM
Regarding the stack exchange expalination, I see a circular reference: he could have adjusted block reward to get different total amounts. What if started with 100 BTC as first reward? Or 60? We would end up having different maximum number of bitcoins. So it might be a miscalculation, or a little bit of luck, or a mi tire of the two, but I dont buy the stack exchange post as an explanation on WHY 21 millions, rather than HOW...
So


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on October 19, 2019, 10:16:36 PM
Satoshi had time to calculate the genesis block and mine. Some say there were even testnets before the mainnet and before the testnets we have now. So there was probably time before the launch of version 0.1 to crunch some numbers and arrive at 21 million coins. You could run simulations for any number of coins per block, and when block rewards cut in half (or cut in thirds, or percents, or any other reduction.)

With alts, we see devs experimenting with different reward reduction schemes, different block times, and as we are all aware even different maximum block size limits. Litecoin has 2.5 minute blocks ... some coins reduces every month by 3% until it's 3 coins after 3 years (or something like that, that was the old tagcoin, which started at 30 coins reward per block.) We've seen different supplies from 1 million to 100 million, to even 10 billion coins. I even heard of a coin called 42, which would have only 42 coins as its max supply, so everything would practically be a decimal or fraction, probably with the idea that the smallest unit 0.0000 0001 (which would be called a satoshi in bitcoin) would have some higher value, if it's only pair was BTC.

But then exchanges started pairing other alts with other alts as well, not just BTC, so there is the LTC market and the DOGE market. Once your coin dropped below 1 sat, you ended up in the LTC or DOGE markets and your coin would never recover no matter what kind of alt-season happened.

Anyway, at least four variables could have been manipulated (or calculated): average block time, when halving (how many blocks), what reduction, and what genesis block and first reward era started with. It's very possible to have started with 100 BTC as first reward, but then halving happens more often (like every 2 years) and adjust all the others to still end up with 21 million or close to it.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: noobieone on October 21, 2019, 09:00:17 PM
I believe in the model. Plan B laid out some great work and his first round of numbers had inaccuracies and he has since corrected them. i.e. His Silver above ground numbers came from Wikipedia and were incorrect. He is looking for inaccuracies just like those of us in this thread. I can't find any fault with his paper on Medium. Sure, there are some tiny nit picks but taken as a whole, and I do mean 99% of what he published, is on the money (as best one can tell from today).

When the halving occurs, the reward is cut in half. The price of one bitcoin must increase for current margins to remain the same.

I think the questions we need to answer are:

  • What BTC price point can any mining farm continue to operate at a profit when the reward is cut in half?
  • How fast will the price of bitcoin rise after the halving? <- I'm optimistic. ;)

I see miner equipment having to last longer to pay for itself. Margins can't take too big a hit without companies deciding not to mine. Thinking through these problems using common sense tells us unless everyone shuts off their miner, the price is going up and Plan B's model is the best model I've seen to date.

Good work to the OP for bringing this up. I thought it was telling about the price of a liter of milk if bitcoin goes moon. A good way to think about this problem in tangible terms. Inflation of currencies will continue to happen.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 29, 2019, 03:20:37 PM
New addition to real time Stock to Flow graphics:

 Daily updated charts of Bitcoin's stock-to-flow vs price (https://s2f.hamal.nl/s2fcharts.html)


https://talkimg.com/images/2023/05/16/blobbb22012935b456d7.png

Pretty standard implementation at first:

Quote
This page contains a chart showing the relation between the average US$ price of bitcoin (available from blockchain.com and Bitcoin's stock-to-flow ratio. The stock at a specified date is the number of bitcoins that are mined at that date and the flow is the number of coins in a year that lead to that stock. The division between both is the stock-to-flow ratio. There is a strong correlation between the logarithm of the stock-to-flow ratio and the logarithm of the price (see third graph).

These charts are updated daily.

There is a nice addition:

Quote
The dark blue area represents one standard error (2D version of standard deviation) from the predicted price and the light blue area represents two standard errors. The predicted price is extended into the future based on the parameters until Jan 1st 2027.


So IF the error of the price is distributed as a normal around the model price, it should be inside the dark blue band for the 68% of the time, inside the light blue area for the 95% of the time (learn more here) (https://en.wikipedia.org/wiki/68%E2%80%9395%E2%80%9399.7_rule#targetText=For%20an%20approximately%20normal%20data,deviations%20account%20for%20about%2099.7%25.).




Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 02, 2019, 12:14:01 PM
Very nice thread found on Twitter:

Quote
🌊 A stock-to-flow debacle has taken crypto-twitter by storm.

The meme achieved superior performance in nocoiner conversion

and flooded your timeline with 🔢math, 💎minerals and 🔥heated opinions you may not understand.

Time to slash FUD and review some of the #stats:

https://twitter.com/felipether/status/1188814540802318337?s=21


Lot of elaboration and mumblings  SF model, clarifying many things: do you know the difference between correlation and cointegration?


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 05, 2019, 01:49:15 PM
New Pocast is out:

https://stephanlivera.com/episode/122/

Quote
PlanB (Pseudonymous Bitcoin Quant) rejoins me in this episode to talk about the response to his seminal work, Modeling Bitcoins Value with Scarcity. There have been some responses to his Stock to Flow (S2F) modelling work, so we talk:

  • The response to his articles and translations
  • What cointegration is and why it matters
  • Responses to PlanBs modelling work
  • Cash and carry trade
  • Where to from here

Listening to this pearl.
Will provide transcript of any relevant part.

EDIT: too many good parts. This post is going to be kilometric.


Quote
Stephan Livera: Thats awesome. That sounds great. Im really looking forward to hearing about what youve got coming up next. I suppose just as a final comment for the listeners, can you just let them know what should they be watching and thinking about just to understand if the model has broken down or is there anything else there? Any other people who you would like to hear from?

PlanB: Yeah, the model is its very simple. So ifthe cointegration is gone, if it doesnt show in the next one or two years, if its gone, then the model breaks down. And so my point is a bit conservative. Id like to see it earlier than that. But if a Bitcoin is not above a hundred thousand or the 55,000 depending on the model youd like to use, if its not above that number before Christmas 2021, then yeah, the model is in real trouble. And Im probably so am I because I made it, but yeah, it is a possibility. Of course. Let me finish with that. Its just a model. Its not a guarantee for quick profits. And it can be wrong, so yeah, please watch that.




Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: anon241469 on November 06, 2019, 03:06:53 AM
Somebody on this forum suggested that I post my recent paper on this thread. Here it is in three formats, jpeg, pdf, and Medium.com. To summarize what the paper is about: make plan B's market value vs S/F regression but with daily data instead of monthly data, then express the market value as a multiple of that regression over time, view it on logarithmic scale, notice some patterns, do some math, apply some critical thinking, figure out the implications...

read the paper:

https://i.redd.it/erghlcv7lqw31.jpg (https://i.redd.it/erghlcv7lqw31.jpg)

https://pdfhost.io/v/ym3kQ9QDy_On_the_Convergence_of_Bitcoinpdf.pdf (https://pdfhost.io/v/ym3kQ9QDy_On_the_Convergence_of_Bitcoinpdf.pdf)

https://medium.com/@AJC241469/on-the-apparent-convergence-of-bitcoins-usd-market-value-toward-the-stock-to-flow-valuation-model-7a9275ac2206 (https://medium.com/@AJC241469/on-the-apparent-convergence-of-bitcoins-usd-market-value-toward-the-stock-to-flow-valuation-model-7a9275ac2206)


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: anon241469 on November 06, 2019, 03:24:12 AM
Everybody likes pictures, so here are the pictures from my paper:

https://i.imgur.com/ILuCNFj.jpg

https://i.imgur.com/VEomSf7.jpg

https://i.imgur.com/PNXor1c.jpg

https://i.imgur.com/6BeHWrI.jpg

https://i.imgur.com/FbJniPY.jpg


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 06, 2019, 01:10:34 PM
R^2=99% is impressive.
We know Bitcoin is digital gold, now we have the mathematical proof of it.

Quote
Cyber-money will no longer be denominated only in national units like the paper money of the industrial period. It probably will be defined in terms of ounces of gold.

-The Sovereign Individual (1997) Davidson & Rees-Mogg
#bitcoin

https://pbs.twimg.com/media/EIrzfXCXUAAiRl2?format=jpg&name=large

https://twitter.com/100trillionUSD/status/1192032782912040960?s=20



Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: anon241469 on November 06, 2019, 01:12:59 PM
R^2=99% is impressive.
We know Bitcoin is digital gold, now we have the mathematical proof of it.

Quote
Cyber-money will no longer be denominated only in national units like the paper money of the industrial period. It probably will be defined in terms of ounces of gold.

-The Sovereign Individual (1997) Davidson & Rees-Mogg
#bitcoin

https://pbs.twimg.com/media/EIrzfXCXUAAiRl2?format=jpg&name=large

https://twitter.com/100trillionUSD/status/1192032782912040960?s=20



 - that's hardly proof. Why does Plan B use so few data points? A high R^2 is quite useless if you only pick the points that fit on the line. there are thousands of other points! Just read my paper, he could have found what I found!


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 06, 2019, 01:25:41 PM
<....>
 - that's hardly proof. Why does Plan B use so few data points? A high R^2 is quite useless if you only pick the points that fit on the line. there are thousands of other points! Just read my paper, he could have found what I found!

He demonstrated that high stability in the parameters indipendently of the sample you use.
I only diagonally read your paper, for the moment, sorry.
You could better point out in the post what your conclusion are because they aren't clear reading abstract and conclusion paragraph, actually.




Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: anon241469 on November 06, 2019, 02:00:15 PM
<....>
 - that's hardly proof. Why does Plan B use so few data points? A high R^2 is quite useless if you only pick the points that fit on the line. there are thousands of other points! Just read my paper, he could have found what I found!

He demonstrated that high stability in the parameters indipendently of the sample you use.
I only diagonally read your paper, for the moment, sorry.
You could better point out in the post what your conclusion are because they aren't clear reading abstract and conclusion paragraph, actually.




Yes, I know. But there is really no way to summarize it because it is difficult to explain, even in 4 pages. There is one reddit user who still doesnt get it, even after Ive tried to explain it further.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Last of the V8s on November 06, 2019, 10:18:00 PM
Regarding the stack exchange expalination, I see a circular reference: he could have adjusted block reward to get different total amounts. What if started with 100 BTC as first reward? Or 60? We would end up having different maximum number of bitcoins. So it might be a miscalculation, or a little bit of luck, or a mi tire of the two, but I dont buy the stack exchange post as an explanation on WHY 21 millions, rather than HOW...
So
quite right and I apologise for doubting you. Here's the real infos, showing the history:
I remember this discussion, actually. 

Finney, Satoshi, and I discussed how divisible a Bitcoin ought to be.  Satoshi had already more or less decided on a 50-coin per block payout with halving every so often to add up to a 21M coin supply.  Finney made the point that people should never need any currency division smaller than a US penny, and then somebody (I forget who) consulted some oracle somewhere like maybe Wikipedia and figured out what the entire world's M1 money supply at that time was. 

We debated for a while about which measure of money Bitcoin most closely approximated; but M2, M3, and so on are all for debt-based currencies, so I agreed with Finney that M1 was probably the best measure. 

21Million, times 10^8 subdivisions, meant that even if the whole word's money supply were replaced by the 21 million bitcoins the smallest unit (we weren't calling them Satoshis yet)  would still be worth a bit less than a penny, so no matter what happened -- even if the entire economy of planet earth were measured in Bitcoin -- it would never inconvenience people by being too large a unit for convenience.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Saint-loup on November 12, 2019, 06:10:37 PM
Interesting article :
Why Bitcoins Next Halving May Not Pump the Price Like Last Time
https://www.coindesk.com/why-bitcoins-next-halving-may-not-pump-the-price-like-last-time

Also, in traditional markets, price is rarely a function of supply. Its more influenced by demand, which the S2F model does not take into account. In the absence of an established and widespread fundamental use case (for now), demand in crypto markets is narrative-driven.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: exstasie on November 12, 2019, 06:41:06 PM
Interesting article :
Why Bitcoins Next Halving May Not Pump the Price Like Last Time
https://www.coindesk.com/why-bitcoins-next-halving-may-not-pump-the-price-like-last-time

Thanks for posting. It's an interesting analysis and I'm glad to see some counterpoints to the bullish halving narrative.

Quote
While this model has its critics, it has undergone rigorous cross-examination, and it seems that the regression holds up. It also makes intuitive sense: a reduction in supply should enhance value, all else being equal. So why isnt the price already heading up to that lofty level?

The reduction in new supply hasn't even occurred yet. It's impossible to predict when the reduction would be "priced in" by market demand.

Quote
Also, in traditional markets, price is rarely a function of supply. Its more influenced by demand, which the S2F model does not take into account. In the absence of an established and widespread fundamental use case (for now), demand in crypto markets is narrative-driven.

Constant demand (all else being equal) would lead to a price increase, so the author is implying there is or will be a decrease in demand. I'm not sure that's a well-founded assumption, given that the numbers of crypto users continue to swell:

https://cointelegraph.com/news/number-of-crypto-users-nearly-doubled-in-2018-study-says
https://news.bitcoin.com/the-number-of-cryptocurrency-wallet-users-keeps-rising/


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Saint-loup on November 12, 2019, 09:09:58 PM
Quote
Also, in traditional markets, price is rarely a function of supply. Its more influenced by demand, which the S2F model does not take into account. In the absence of an established and widespread fundamental use case (for now), demand in crypto markets is narrative-driven.

Constant demand (all else being equal) would lead to a price increase, so the author is implying there is or will be a decrease in demand. I'm not sure that's a well-founded assumption, given that the numbers of crypto users continue to swell:
Why constant demand would lead to a price increase? The supply won't decrease like for a token burn for example, it will just increase less quickly...


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: exstasie on November 12, 2019, 10:21:02 PM
Quote
Also, in traditional markets, price is rarely a function of supply. Its more influenced by demand, which the S2F model does not take into account. In the absence of an established and widespread fundamental use case (for now), demand in crypto markets is narrative-driven.

Constant demand (all else being equal) would lead to a price increase, so the author is implying there is or will be a decrease in demand. I'm not sure that's a well-founded assumption, given that the numbers of crypto users continue to swell:
Why constant demand would lead to a price increase? The supply won't decrease like for a token burn for example, it will just increase less quickly...

Price is not determined by the total supply, but rather the supply available for sale.

Inflation = new available supply. If inflation is lowered, there will be less coins available for sale because some portion of mining rewards will always be sold (covering mining overheads/liabilities and profit taking).

Constant demand + decreased supply = price increase. It's simple economics.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Saint-loup on November 13, 2019, 12:06:15 AM
Quote
Also, in traditional markets, price is rarely a function of supply. Its more influenced by demand, which the S2F model does not take into account. In the absence of an established and widespread fundamental use case (for now), demand in crypto markets is narrative-driven.

Constant demand (all else being equal) would lead to a price increase, so the author is implying there is or will be a decrease in demand. I'm not sure that's a well-founded assumption, given that the numbers of crypto users continue to swell:
Why constant demand would lead to a price increase? The supply won't decrease like for a token burn for example, it will just increase less quickly...

Price is not determined by the total supply, but rather the supply available for sale.

Inflation = new available supply. If inflation is lowered, there will be less coins available for sale because some portion of mining rewards will always be sold (covering mining overheads/liabilities and profit taking).

Constant demand + decreased supply = price increase. It's simple economics.
I don't think it's really as "simple" as you say. Many people sell btc to buy altcoins for example, 300btc a day it's important but it's not the largest part of the sales. If it's as simple as that why we are at the same price as 2 years ago while we are only 5 months before the halving now?
How do you explain that futures prices for the next year are so low?


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: meanwords on November 13, 2019, 03:06:34 AM
This thread itself is so deep. I never knew 2020 (which is next year) would have a great impact on the price flow of Bitcoin for the upcoming years. Merit to you sir. I don't understand some of the things since I'm not a native speaker and my knowledge of economics is not that deep but I do have questions.

I think the past halving was successful due to the fact that Bitcoin is still an infant. There's not much invested in it compared today and it isn't advertised as extensive as today. The last bull run was successful because of many factors like altcoins, ICO, even the scam Bitconnect, airdrops which is so extensive that even people without knowledge about Bitcoin gets to invest in it, and many more.

What if those factors didn't happen this year? does that mean the price of Bitcoin would decline significantly for the upcoming years? Why would more people buy Bitcoin just because it is halving? Well if we did get a Bull run up to 25k, will the model still continue or it's a fail?


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: exstasie on November 13, 2019, 07:25:06 AM
Price is not determined by the total supply, but rather the supply available for sale.

Inflation = new available supply. If inflation is lowered, there will be less coins available for sale because some portion of mining rewards will always be sold (covering mining overheads/liabilities and profit taking).

Constant demand + decreased supply = price increase. It's simple economics.
I don't think it's really as "simple" as you say. Many people sell btc to buy altcoins for example, 300btc a day it's important but it's not the largest part of the sales.

Selling BTC for altcoins doesn't hurt BTCUSD prices.

In fact, the altcoin markets are very bullish for BTC. Instead of selling for fiat, BTC traders move their supply to altcoin exchanges instead. This makes for less available BTC supply on fiat exchanges. Altcoin investors also buy BTC off fiat exchanges to send to altcoin exchanges. Both these dynamics drive BTCUSD prices up.

If it's as simple as that why we are at the same price as 2 years ago while we are only 5 months before the halving now?
How do you explain that futures prices for the next year are so low?

Because markets take time to reverse from bear market to bull market. Bitcoin in particular moves in exaggerated boom-and-bust type cycles.

We are 6 months out from the halving. At this point in 2015, the market was trading at a 60% loss from the ATH. The market is currently down 55% from the ATH. Everything looks pretty normal to me.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Saint-loup on November 13, 2019, 10:19:30 AM
Price is not determined by the total supply, but rather the supply available for sale.

Inflation = new available supply. If inflation is lowered, there will be less coins available for sale because some portion of mining rewards will always be sold (covering mining overheads/liabilities and profit taking).

Constant demand + decreased supply = price increase. It's simple economics.
I don't think it's really as "simple" as you say. Many people sell btc to buy altcoins for example, 300btc a day it's important but it's not the largest part of the sales.

Selling BTC for altcoins doesn't hurt BTCUSD prices.

In fact, the altcoin markets are very bullish for BTC. Instead of selling for fiat, BTC traders move their supply to altcoin exchanges instead. This makes for less available BTC supply on fiat exchanges. Altcoin investors also buy BTC off fiat exchanges to send to altcoin exchanges. Both these dynamics drive BTCUSD prices up.
But Coinmarketcap uses altcoin markets to calculate the BTC price
Quote
(1) Price (Market Pair)
The price for each individual market pair is calculated by taking the unconverted price reported directly from the exchange and converting it to USD using CoinMarketCaps existing reference prices. Lets take LTC/BTC market as an example:

Let (E) be the price of LTC/BTC reported directly from the exchange.
Let (C) be the last known reference price of BTC from CoinMarketCap in USD.
Let (D) be the derived price reported on CoinMarketCap for the market pair.

For this example, let (E) = 0.01 BTC / 1 LTC and let (C) = 10,000 USD / 1 BTC.

D = E * C
D = (0.01 BTC / 1 LTC) * (10,000 USD / 1 BTC) = 100 USD / 1 LTC

Therefore, the derived price for LTC/BTC on this specific market pair is $100 USD.
https://support.coinmarketcap.com/hc/en-us/articles/360034116491-Market-Data-Cryptoasset-Rank
https://coinmarketcap.com/currencies/bitcoin/markets/

If people sell btc for potatoes and potatoes worth 1$, of course it will affect the price discovery process.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: aardvark15 on November 18, 2019, 02:27:49 PM
Price is not determined by the total supply, but rather the supply available for sale.

Inflation = new available supply. If inflation is lowered, there will be less coins available for sale because some portion of mining rewards will always be sold (covering mining overheads/liabilities and profit taking).

Constant demand + decreased supply = price increase. It's simple economics.
I don't think it's really as "simple" as you say. Many people sell btc to buy altcoins for example, 300btc a day it's important but it's not the largest part of the sales.

Selling BTC for altcoins doesn't hurt BTCUSD prices.

In fact, the altcoin markets are very bullish for BTC. Instead of selling for fiat, BTC traders move their supply to altcoin exchanges instead. This makes for less available BTC supply on fiat exchanges. Altcoin investors also buy BTC off fiat exchanges to send to altcoin exchanges. Both these dynamics drive BTCUSD prices up.

If it's as simple as that why we are at the same price as 2 years ago while we are only 5 months before the halving now?
How do you explain that futures prices for the next year are so low?

Because markets take time to reverse from bear market to bull market. Bitcoin in particular moves in exaggerated boom-and-bust type cycles.

We are 6 months out from the halving. At this point in 2015, the market was trading at a 60% loss from the ATH. The market is currently down 55% from the ATH. Everything looks pretty normal to me.

The current price could basically be the bottom of the next exponential bull run that will start right before the halving and potentially peak 12-18 months after the halving with a price bubble.  That is what we saw in the last 2 halvings.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Webetcoins on November 19, 2019, 01:04:46 PM
Price is not determined by the total supply, but rather the supply available for sale.

Inflation = new available supply. If inflation is lowered, there will be less coins available for sale because some portion of mining rewards will always be sold (covering mining overheads/liabilities and profit taking).

Constant demand + decreased supply = price increase. It's simple economics.
I don't think it's really as "simple" as you say. Many people sell btc to buy altcoins for example, 300btc a day it's important but it's not the largest part of the sales.

Selling BTC for altcoins doesn't hurt BTCUSD prices.

In fact, the altcoin markets are very bullish for BTC. Instead of selling for fiat, BTC traders move their supply to altcoin exchanges instead. This makes for less available BTC supply on fiat exchanges. Altcoin investors also buy BTC off fiat exchanges to send to altcoin exchanges. Both these dynamics drive BTCUSD prices up.

If it's as simple as that why we are at the same price as 2 years ago while we are only 5 months before the halving now?
How do you explain that futures prices for the next year are so low?

Because markets take time to reverse from bear market to bull market. Bitcoin in particular moves in exaggerated boom-and-bust type cycles.

We are 6 months out from the halving. At this point in 2015, the market was trading at a 60% loss from the ATH. The market is currently down 55% from the ATH. Everything looks pretty normal to me.

The current price could basically be the bottom of the next exponential bull run that will start right before the halving and potentially peak 12-18 months after the halving with a price bubble.  That is what we saw in the last 2 halvings.
So saying that investing in bitcoin at present moment is right thing to do, wont be wrong at all. Better would be to say that this is the last chance to buy worlds most expensive asset at low value. We wont have same opportunity ever again. Halving brings good changes to all crypto currencies. This time will be the same also. So finally investors can stop waiting and complaining, and focus on getting more coins.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 24, 2019, 12:19:58 PM
R^2=99% is impressive.
We know Bitcoin is digital gold, now we have the mathematical proof of it.

Quote
Cyber-money will no longer be denominated only in national units like the paper money of the industrial period. It probably will be defined in terms of ounces of gold.

-The Sovereign Individual (1997) Davidson & Rees-Mogg
#bitcoin

https://pbs.twimg.com/media/EIrzfXCXUAAiRl2?format=jpg&name=large

https://twitter.com/100trillionUSD/status/1192032782912040960?s=20



Very interesting reflection came out from this tweet:


https://twitter.com/cclerici/status/1192548291797569536
Quote
1/..@100trillionUSD  applied the SF on the BTC price measured in gold. This model has a mind blowing 99% r^2. One thing anyway puzzles me: I can think BTCUSD going parabolic because USD breaks down... but BTCXAU? Is BTC going to break gold too? Digital gold breaking physical gold?

Quote
2/... Gold has worked in real terms for centuries because it was the only SoV around. If another (better) SoV is found, then Gold would drop to his intrinsic (industrial) value. This can trigger some steep BTCXAU appreciation. This is my only explanation, but still I am puzzled.

PlanB replied:

Quote
Puzzles me too. It could be that btc will extract monetary premium from gold, and then stocks, real estate etc, but that is just my first thought. Very interesting!
https://twitter.com/100trillionUSD/status/1192553080207945729

This means that when/if Bitcoin will succeed as a SoV, all other inferior SoV will be stripped of that function, returning to their "industrial value". This is a real paradigm shift.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 09, 2019, 11:25:42 PM
Another great tweet!
We already knew parameters were stable in time, but this comes as a nice confirmation!

Quote
So the biggest win today is that from now on, the 1 Million lost coins do nt have to be taken into account anymore. Because, even without discounting them, the model has been shown to have stabilizing coefficients. @phraudsta @BurgerCryptoAM @100trillionUSD

https://pbs.twimg.com/media/ELW23FxWwAUWAr2.jpg

https://pbs.twimg.com/media/ELW23FoWkAEWOOj.png


https://twitter.com/geertjancap/status/1204069538033209345?s=21

Stable parameters while using different subset are adding robustness to the model.




Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 17, 2019, 01:27:44 PM
Halving is a thing on Google Trends!

 Google Trends: Bitcoin Halving Refutes Nonexistent Retail Interest  (https://cointelegraph.com/news/google-trends-bitcoin-halving-refutes-nonexistent-retail-interest)

https://s3.cointelegraph.com/storage/uploads/view/f80f4da66bf2afba71e6560aac61c4fa.png

Bitcoin (BTC) investors and mainstream consumers are paying more attention to the cryptocurrencys block reward halving in May 2020.

According to data from Google Trends on Dec. 17, worldwide searches for Bitcoin halving have significantly increased in the course of 2019, over a year before the halving occurs.

We see from the image the interest for halving has already surged: not only it has been more searched than the complete halving in 2016 (I guess the area below the line is already bigger), but also it is actually been rising since March, time of publication of PlanB article on Medium.

The sad thing is: if halving is a well known fact bewteen investors, and probably this mean they know something about the SF model: why the is the price still struggling?

Tuur Deemester doesn't seems to worried about this:

Quote

Nonetheless, the heightened profile of the halving in particular did not go unnoticed among analysts. Commenting on the data, Adamant Capital co-founder Tuur Demeester noted that many still perceive the halving as a Bitcoin price catalyst.

It's very clear that retail interest in BTC is nonexistent and investor sentiment is pretty bad right now. Question is whether the halvening could provide a bullish narrative - the Google trends data imo suggests it could, he wrote on Twitter on Tuesday.




Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 20, 2019, 06:10:23 PM
Very nice presentation!

Quote
Great explanation of bitcoin stock-to-flow model by Manuel Andersch of
@BayernLB
 at the
@ValueOfBitcoin
 conference
https://twitter.com/100trillionUSD/status/1208082599354208258?s=20

https://talkimg.com/images/2023/05/16/blobdc9fcfc4779a0de8.png

Bitconometrics and what‘s driving the Bitcoin price | Manuel Andersch (https://www.youtube.com/watch?v=R6k5cmdscfg&feature=youtu.be&t=267)

Quote
In this presentation Manuel Andersch, Senior FX Analyst at BayernLB is discovering the path which leads to what he calls "bitconometrics". Working with different quantitative models to value Bitcoin he found the stock-to-flow ratio the most promising one and explains why.

This presentation was performed during the Value of Bitcoin Lecture on December 11th 2019 in Munich - more information: https://vob-conference.com
Follow the Value of Bitcoin Conference on Twitter - http://www.twitter.com/ValueOfBitcoin


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: exstasie on December 20, 2019, 11:32:55 PM
The sad thing is: if halving is a well known fact bewteen investors, and probably this mean they know something about the SF model: why the is the price still struggling?

Because this isn't the only factor affecting price. We can't view the halving in a vacuum.

Compared to 2016, the market is experiencing considerably higher volatility in the year preceding the halving. The August-November 2015 rally was only 150% and was followed by a 5-month tightly ranging correction. Compare that to the 350% rally seen earlier this year and the 6-month bloody correction that followed. This time around, there is more volatility in both directions. I think that's more a function of price feedback than any relationship to the halvings themselves.

If the market goes on to mimic the April-June 2016 rally into next year's halving, that will be due to investors pricing in the halving. Put another way, it probably hasn't been priced in yet. We've still got 5 months before the event takes place. A lot can happen in that time.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 21, 2019, 09:51:51 AM

Because this isn't the only factor affecting price. We can't view the halving in a vacuum.


Well, one might well think this is true.
The model has a R^2 coefficient of 95%.
This means that SF2 Allow you to explain 95% of the price of BTC, while  the factors different from S2F only account for 5%.

So probably different factors are only temporary white noise (random news, only affecting the price in the short term) or a consequence of S2F (store of value, mass adoption, investment case).

This is why I think this model is a paradigm shift in the valuation of bitcoin.

PlanB analysed this objection in SLP #86:
Quote

PlanB: Yeah. I dont know of course, but its an interesting point that the stock-to-flow multiple before we dive into that, let me say that the R-squared that I mentioned in the article, and that I mentioned just in the podcast, its not understood by everybody. So maybe I should talk a little bit about that. The R-squared is a goodness-of-fit measure. So it tells you how good the model fits the data, and an R-squared of, say, below 50 or 60% is not very good. Its bad. It basically says theres no fit. And a 100% R-squared means that you have a perfect fit, a perfect model, and you almost never see that because its a model. Its not the reality. There is always some noise that disturbs it.

PlanB:   So the 95% of the stock-to-flow model is really, really good. It shows that the relationship between stock-to-flow and value, and well the chance that it is caused by anything at all than stock-to-flow is close to zero. And a lot of people reject the stock-to-flow model because it doesnt take into account things like demand or Forex and hacks, and economic news, and all that, but what would it add? It would only add like 5%, the missing 5%.

PlanB:   We already have 95% good model. So in my opinion all those other factors even demand as important as it is, all those other factors are noise and stock-to-flow is the real signal that we have to keep focused on.



Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on December 21, 2019, 03:05:26 PM

Because this isn't the only factor affecting price. We can't view the halving in a vacuum.


Well, one might well think this is true.
The model has a R^2 coefficient of 95%.
This means that SF2 Allow you to explain 95% of the price of BTC, while  the factors different from S2F only account for 5%.

So probably different factors are only temporary white noise (random news, only affecting the price in the short term) or a consequence of S2F (store of value, mass adoption, investment case).

This is why I think this model is a paradigm shift in the valuation of bitcoin.

PlanB analysed this objection in SLP #86:
Quote

PlanB: Yeah. I dont know of course, but its an interesting point that the stock-to-flow multiple before we dive into that, let me say that the R-squared that I mentioned in the article, and that I mentioned just in the podcast, its not understood by everybody. So maybe I should talk a little bit about that. The R-squared is a goodness-of-fit measure. So it tells you how good the model fits the data, and an R-squared of, say, below 50 or 60% is not very good. Its bad. It basically says theres no fit. And a 100% R-squared means that you have a perfect fit, a perfect model, and you almost never see that because its a model. Its not the reality. There is always some noise that disturbs it.

PlanB:   So the 95% of the stock-to-flow model is really, really good. It shows that the relationship between stock-to-flow and value, and well the chance that it is caused by anything at all than stock-to-flow is close to zero. And a lot of people reject the stock-to-flow model because it doesnt take into account things like demand or Forex and hacks, and economic news, and all that, but what would it add? It would only add like 5%, the missing 5%.

PlanB:   We already have 95% good model. So in my opinion all those other factors even demand as important as it is, all those other factors are noise and stock-to-flow is the real signal that we have to keep focused on.



I had also heard Plan B say that he largely believe that the model supports a much higher price but he is sticking with a more conservative description, and even with all of that, I still doubt that assertions of 95% explanatory factor of historical results would mean that predictive capacity is 95% or that anyone should be investing in bitcoin in terms of expecting 95% odds of the price reaching $50k to $100k in the next year to 18 months.

In other words, there are forces with a lot of capital out  there (banks and governments) that could have incentives and even means to attempt to cause the stock to flow model to be wrong in the short to medium term, even if they might not be able to negate it in the longer term. 

I would think that anyone who is investing in bitcoin based on feelings of surity that even approach anything more than 50/50 regarding some of the future performance expectations of bitcoin, even using stock to flow, might be gambling way too much with their wealth, including the employment of leverage and practices like that might be justified if assigning too high of probabilities to future events... even if they might end up getting it right.

Don't get me wrong, I am quite content to have bullish models out there, like PlanB's, so I am not really consciously changing my BTC investment strategy, which might even be justified based on some of the seemingly attempts of greater certainty that seem to come from some of these kinds of charts that have decently high explanatory values regarding so far price performance and imply high value probabilities that the future will follow the models.

I am still sticking with my recommendations that anyone still not in bitcoin should be putting 1% to 10% of their available investment assets into bitcoin and NOT be engaging in risky behavior in that direction in terms of making sure that the rest of their cashflow and other investments are in order.  I do understand that sometimes there are going to be younger people who are just getting started in investing and sometimes when just getting started, there might be some justification to start with one investment at a time, and maybe in those kinds of circumstances, they would put it in bitcoin while understanding that their investment in bitcoin remains risky.... while at the same time having some of this asymmetric bet aspect to it, as long as they are not leveraging and NOT investing more than they can afford to lose in terms of their own prudent and mostly non-leveraging budgeting justifications.

Also, regarding leveraging, don't get me wrong.  I think that leveraging can be used to get rich faster than without it, but leveraging should only be used in conservative means in terms of not gambling with it, in my opinion, so it can be used to increase cashflow.. with very clear abilities to be able to pay it back without any major penalties or unreasonable rates....


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 21, 2019, 08:51:18 PM
Totally agree.

The post was only meant to clarify the assertion that many events impact BTC price in this model.
The numbers of the model do not agree with this view.
Then, a model is a simplification of reality , hence those statements must be taken into account with due responsibility.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on December 21, 2019, 10:13:44 PM
Totally agree.

The post was only meant to clarify the assertion that many events impact BTC price in this model.
The numbers of the model do not agree with this view.
Then, a model is a simplification of reality , hence those statements must be taken into account with due responsibility.

I think that the model is really great, and I like the 4 year fractal comparison model and the s-curve exponential adoption model and the 7 network effects model/which is also about adoption... .

I just get a bit worried if people start to assign a 95% probability on investing in the future of bitcoin, in that kind of a price expectation model.. which I have already stated my concerns, and similar concerns can be made about the other models, which I like to point out the attributes of those kinds of BTC price/growth prediction models to shitcoin pumpers, bitcoin naysayers, bitcoin fence sitters no coiners and precoiners.  

Any of those bullish bitcoin models could end up causing a lot of rekkt regular peeps if they don't themselves engage in prudent self-tailored financial balancing.  

Surely, I am not criticizing your sharing of information related to this topic.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: exstasie on December 22, 2019, 09:14:36 AM
Because this isn't the only factor affecting price. We can't view the halving in a vacuum.

Well, one might well think this is true.
The model has a R^2 coefficient of 95%.
This means that SF2 Allow you to explain 95% of the price of BTC, while  the factors different from S2F only account for 5%.

No, it just means the long term price regression is a 95% fit to the model. BTC price rises significantly above and falls significantly below its long term regression at various times during its market cycles. You can have significant outliers in both directions without throwing off the regression very much, hence why the model is still a good fit.

You are suggesting either
  • price will never deviate more than 5% from the model, or
  • price will never deviate from the model more than 5% of the time

Neither assertion seems reasonable.

What I'm saying doesn't contradict PlanB's point either. The whole point of using this model is that it already accounts for all fundamental factors. In fact, that's the logic underlying TA as well; it prices in all fundamentals.

It's just that you're only considering today's price. We need to consider the decade-long price regression instead. I predict that people focusing too much on this model will sell way too low during the next bubble for the same reason. They won't account for how far price can overshoot the model.

Also, it's important to keep in mind this model relies heavily on extrapolation. That R^2 value may decline significantly over time.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 22, 2019, 10:58:27 AM
I might have been misunderstood, or I might have misunderstood what you earlier wrote.
I never suggested price couldnt  deviate from SF model price, of course this is an unreasonable statement.
What I said is exactly in the long term the SF explain 95% of the value.
Temporary deviation are of course possible, but these have to be considered... temporary.

PlanB be himself  analysed those misalignment and also concluded they are skewed to the downside, meaning that SF is also underestimating the actual price.

The main point of the model, or the only point of the model, is that the only long term factor is SF. All other factors are irrelevant for the long term price.

I am not so certain about declining explaining power of the model  in the future.
Firstly observing different time frame, or different sampling frequencies parameters and R^2 have demonstrated a very hush stability.
Secondly one version of the mode considers only monthly samples in the 2009-2012 period, so even BEFORE the first halving, has very similar projected price, parameters and R^2 than the full model.
So I have a good confidence that if the model has been stable over the last 10 years it can also be stable over the next 10 years.

Lastly, I am very little concerned about current price. All I wrote in this thread has to do for longer term price (I thought that was clear given the topic).
Nothing of what I wrote has to do with current price, hence nothing has to do with trading advice. Even if this had to be confused with trading advice: DYOR before doing anything.
 





Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: exstasie on December 22, 2019, 11:33:23 AM
I am not so certain about declining explaining power of the model  in the future.
Firstly observing different time frame, or different sampling frequencies parameters and R^2 have demonstrated a very hush stability.
Secondly one version of the mode considers only monthly samples in the 2009-2012 period, so even BEFORE the first halving, has very similar projected price, parameters and R^2 than the full model.
So I have a good confidence that if the model has been stable over the last 10 years it can also be stable over the next 10 years.

This says nothing about whether the extrapolation will hold true. Extrapolation is always subject to great uncertainty and is likely to produce meaningless results. I think we're all hoping the trend holds but 10 years is an exceedingly small data set. All we know is the model is a good fit given 10 years of data. Whether it holds true over 20 or 30 years is a very different question.

Lastly, I am very little concerned about current price. All I wrote in this thread has to do for longer term price (I thought that was clear given the topic).

I was referring to this comment:

The sad thing is: if halving is a well known fact bewteen investors, and probably this mean they know something about the SF model: why the is the price still struggling?


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 22, 2019, 11:43:29 AM
<...> All we know is the model is a good fit given 10 years of data. Whether it holds true over 20 or 30 years is a very different question.

10 years is a couple of halvings.
In a couple of halvings price will be in the millions USD: this means something is going to break (BTC or USD, still to understand). I think nobody can predict what will happen in 20 years.



I was referring to this comment:

The sad thing is: if halving is a well known fact bewteen investors, and probably this mean they know something about the SF model: why the is the price still struggling?

I was referring to the fact that if SF model would be taken for granted there would not be point in NOT front run the first halving effect, or even the next ones).
So probably either the investors arent actually aware of the SF model, or arent sure about his prediction, or a combination of those. So I was referring of the price being a few times undervalued, not a few hundreds dollars.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: exstasie on December 22, 2019, 01:33:59 PM
<...> All we know is the model is a good fit given 10 years of data. Whether it holds true over 20 or 30 years is a very different question.

10 years is a couple of halvings.
In a couple of halvings price will be in the millions USD

You're talking like BTC is guaranteed to follow the stock-to-flow model. It's not. If the model were guaranteed, the price would be exponentially higher than now.

I was referring to this comment:
The sad thing is: if halving is a well known fact bewteen investors, and probably this mean they know something about the SF model: why the is the price still struggling?
I was referring to the fact that if SF model would be taken for granted there would not be point in NOT front run the first halving effect, or even the next ones).
So probably either the investors arent actually aware of the SF model, or arent sure about his prediction, or a combination of those. So I was referring of the price being a few times undervalued, not a few hundreds dollars.

It still seems like you are focusing on today's price. Bitcoin's price markups are exponential and quite fast so it really doesn't matter if it's "a few times undervalued." We should fully expect price to remain both above and below the model for significant periods of time, just as it has throughout history.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 22, 2019, 02:03:30 PM
I give up this conversation.
I think I made my points clear enough but you still point out things I didnt mean.
Picking single (incomplete) sentences out of my context of the post dont add value to the discussion.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on December 22, 2019, 03:48:49 PM
I give up this conversation.
I think I made my points clear enough but you still point out things I didnt mean.
Picking single (incomplete) sentences out of my context of the post dont add value to the discussion.

Don't give up fillippone.  Keep posting.  Sure you don't have to engage with exstasie, if you don't want to, but I don't think that he is trying to be hostile to you.  He seems to merely be attempting to explain the limits of the model from his perspective, and framing what the model says in a way that is different from you.

I find it interesting, too, about how much actual BTC prices might end up in fact deviating from the model, and some people will still proclaim that the model still applies (and they might or might not be correct).  Surely, there are a lot of us, including myself, that agree that the model has a very high explanatory value, and even though I don't really understand the math, exactly, I have no real reason to dispute the 95% R^2 value is either correct, or damn close to being in the ballpark of correct.

It can go back a little to the point that I mentioned earlier regarding how much status quo institutions banks and governments might want to fight the momentum of the truth of the dynamics of the model to either make the model become untrue or to make it appear to be untrue.  Likely the stronger the strength of the model, the more likely powerful status quo cannot either get the model to break or get it to appear to be untrue for a very long period of time... because the more that the model is close to being true in terms of past facts and likelihood that past facts are going to apply to future world dynamics, the more accurate of an explanation it is regarding both the past and the future and the more likely the BTC price is going to gravitate towards the mean that is in the future aspect of the model.. whether fucktwat manipulators want the btc price to gravitate in that direction or not.

We will see... we will see.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Last of the V8s on December 22, 2019, 04:18:34 PM
https://youtu.be/R6k5cmdscfg Bitconometrics and whats driving the Bitcoin price | Manuel Andersch
https://youtu.be/K2s2afJC5v4 Why Stock to Flow and Market Capitalization Co-Integration only works with Bitcoin | Jrg Hermsdorf
both videos from the Value of Bitcoin Conference some months back, but recently uploaded.

edit whoops!


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 22, 2019, 04:59:43 PM
https://youtu.be/R6k5cmdscfg Bitconometrics and whats driving the Bitcoin price | Manuel Andersch
https://youtu.be/K2s2afJC5v4 Why Stock to Flow and Market Capitalization Co-Integration only works with Bitcoin | Jrg Hermsdorf
both videos from the Value of Bitcoin Conference some months back, but recently uploaded.

Thank you!
First video was posted here above on this very page, the second one is very interesting!


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on December 22, 2019, 05:14:59 PM
I read up to this point:

Quote
Bitcoin has unforgeable costliness, because it costs a lot of electricity to produce new bitcoins

And it was enough for me to stop reading any further. It is utility that gives value to something, not its cost of production. No matter how much one bitcoin is worth in terms of production costs (electricity, time, effort, etc), if it loses its utility (right now mostly as a vehicle of speculation, and as a store of value, to a degree), its price will be zero, and no amount of scarceness will be able to fix it. In simple terms, when someone talks about scarcity without referencing utility at the same time, they are likely not very competent in economic matters

So value comes through utility, and scarcity adds a price tag to it


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: tartibaya on December 22, 2019, 09:08:22 PM
Friends Gold production cost is low? Or how other mines are produced. Bitcoin production is very costly and needs to be found as an alternative. However, only for this reason the use of bitcoin will not stop. I think a new structure will be created with LN.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 22, 2019, 11:32:36 PM
I read up to this point:

Quote
Bitcoin has unforgeable costliness, because it costs a lot of electricity to produce new bitcoins

And it was enough for me to stop reading any further. It is utility that gives value to something, not its cost of production. No matter how much one bitcoin is worth in terms of production costs (electricity, time, effort, etc), if it loses its utility (right now mostly as a vehicle of speculation, and as a store of value, to a degree), its price will be zero, and no amount of scarceness will be able to fix it. In simple terms, when someone talks about scarcity without referencing utility at the same time, they are likely not very competent in economic matters

So value comes through utility, and scarcity adds a price tag to it

I think you misunderstood the unforgeable costliness.
This is not to set a minimum threshold for bitcoin valuation, like an intrinsic value as they used to be.
This is only meant to answer the question: why you do say bitcoin is scarce when I can create infinite bitcoin clones (think of all the bitcoin forks back created in the 2017 season) thus nullifying the scarcity hypothesis?

The answer lies in the cost to write an information on the public ledger: mining bitcoin is very costly: writing a block is not cheap (its cheap to transact, but this is a different measure), hence using bitcoin is a good store of value because nobody wants or can alter his history. Nevertheless the bitcoin protocol and the number of bitcoin in particular.
This is not true for fiat money, where a very small group of persons can unilaterally change the ninety supply or, as I said, the various shitcoin where again a small miner can alter the blockchain.
This was the meaning of the above sentence, as I understood it.



Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on December 23, 2019, 09:46:08 AM
I read up to this point:

Quote
Bitcoin has unforgeable costliness, because it costs a lot of electricity to produce new bitcoins

And it was enough for me to stop reading any further. It is utility that gives value to something, not its cost of production. No matter how much one bitcoin is worth in terms of production costs (electricity, time, effort, etc), if it loses its utility (right now mostly as a vehicle of speculation, and as a store of value, to a degree), its price will be zero, and no amount of scarceness will be able to fix it. In simple terms, when someone talks about scarcity without referencing utility at the same time, they are likely not very competent in economic matters

So value comes through utility, and scarcity adds a price tag to it

I think you misunderstood the “ unforgeable costliness”. This is not to set a minimum threshold for bitcoin valuation, like an “intrinsic value” as they used to be

That's how I got it

Anyway, introduction of new terms like this one is not a very bright idea overall, especially in the field with an already established and well-defined vocabulary as it only leads to confusion and misunderstanding. Regardless, the cost of mining a bitcoin, or as you put it, the cost to write a piece of information to the public ledger has nothing to do with its market value, let alone a store of value. Put differently, if you could render the information in the blockchain as immutable as it is now at no cost at all, Bitcoin would be as valuable, if not more, provided you kept it capped at the same 21M coin limit as of now


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: FanEagle on December 23, 2019, 10:51:39 AM
We should not also forget the fact that even tho there are bitcoins that are mined every single day there is also fact that some are locked for people to use in exchanges that we can never really calculate.

There are probably close to over a million people by now (making up this number, don't have any data) that have money in some exchange that is not used at all and exchanges can't use that money neither since it is owned by other people so all in all it becomes a way where bitcoin is stuck there doing nothing, it is not lost and it is not sent to somewhere wrong and nothing is done badly to them, they are just locked there for future use or even maybe long term holding which means bitcoin is even more scarce than we can imagine. Who knows how many people just put bitcoin into a USB and locked it in a safe?


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: henrybek3 on December 23, 2019, 11:29:21 AM
Too many people may have invested in Bitcoin. A new order is about to be established. Bitcoin price can move up or down. It doesn't matter. Bitcoin offers something else. The price may become more stable as bitcoin becomes widespread to too many people. When the price problem is solved, a new social order will be established.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on December 23, 2019, 02:31:06 PM
The other thing, is that even though there could be a great number of clones and forks, they're still not the same as BTC. Any transactions are on separate blockchains, not bitcoin's.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: tartibaya on December 23, 2019, 03:51:42 PM
I don't think it's possible to calculate it. We don't know how much the bitcoin wallet is locked. We do not have the power to examine Bitcoin movements from day one. However, the amount of bitcoin circulating in 130 years will be clear. Then the inhabitants can make a more accurate assessment.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on December 23, 2019, 04:50:17 PM
I don't think we need to wait 130 years, maybe as short as 10 to 20 years is all that's needed as by then 99% of all bitcoins will have been mined, and it's another hundred years to mine the last one percent.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: kotik085 on December 24, 2019, 02:24:24 PM
Ahead comes Halving Bitcoin and we can see the simulation of Bitcoin in practice. This will happen in May 2020.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on January 01, 2020, 02:30:59 PM
Another tweet by PlanB on the most discussed topic: why bitcoin price is so low if S2F model is true? Why people are not discounting future halvings?

Quote

#Bitcoin halving .. 4 months to go 🚀

IMO halving is priced in correctly and markets are efficient, in the sense that few people (10%) know, understand and believe S2F model, and most people (90%) don't know S2F, don't understand stats&math behind it, think demand is missing etc


https://pbs.twimg.com/media/ENM3hPhXsAA6kBQ?format=png&name=large

https://twitter.com/100trillionusd/status/1212373777927081984?s=21


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on January 01, 2020, 03:26:54 PM
Another tweet by PlanB on the most discussed topic: why bitcoin price is so low if S2F model is true? Why people are not discounting future halvings?

Quote

#Bitcoin halving .. 4 months to go 🚀

IMO halving is priced in correctly and markets are efficient, in the sense that few people (10%) know, understand and believe S2F model, and most people (90%) don't know S2F, don't understand stats&math behind it, think demand is missing etc


https://pbs.twimg.com/media/ENM3hPhXsAA6kBQ?format=png&name=large

https://twitter.com/100trillionusd/status/1212373777927081984?s=21

I am a little bit confused about those white dots.

Explain to me like I am a young person...

What do the white dots represent?    And, why is the $10 line highlighted?


Edit:  I did not change the chart (I just clicked on "Quote" in order to reply), but my post is showing the $.10 line as highlighted.  I don't understand that, either.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on January 01, 2020, 03:35:10 PM

I am a little bit confused about those white dots.

Explain to me like I am a young person...

What do the white dots represent?    And, why is the $10 line highlighted?


The white dots represent the ratio between BTC price and Model price. I think they improperly use the left axis discarding the $ symbol.

Look at the end of 2013: the BTC price is around 1,000$ and the mode price is around 100$. The ratio is then 10 and the white  dot lies on the 10$ horizontal line.



Edit:
 I did not change the chart, but my post is showing the $.10 line as highlighted.  I don't understand that, either.
I cant see any line highlighted, its a mysterious mystery.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on January 01, 2020, 03:43:59 PM

I am a little bit confused about those white dots.

Explain to me like I am a young person...

What do the white dots represent?    And, why is the $10 line highlighted?


The white dots represent the ratio between BTC price and Model price. I think they improperly use the left axis discarding the $ symbol.

Look at the end of 2013: the BTC price is around 1,000$ and the mode price is around 100$. The ratio is then 10 and the white  dot lies on the 10$ horizontal line.



Edit:
 I did not change the chart, but my post is showing the $.10 line as highlighted.  I don't understand that, either.

I cant see any line highlighted, its a mysterious mystery.

O.k.  That clarified my confusion.  The white dots are just representing how far above or below 1 (in sync) the model is in with what it predicts in terms of where BTC price is as compared with where the model predicts BTC's price to be.  Makes much moar senses, now.   Thanks.  ;) ;)


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on January 16, 2020, 11:21:06 PM
Grayscale just updated his investors about 2019.:

A new Bitcoin boom?Grayscale reports record crypto investments for 2019 (https://fortune.com/2020/01/16/bitcoin-firm-grayscale-reports-record-investments-for-2019/)

Something stands out:

Quote
Digital currency manager Grayscale took in $607 million of investments in 2019, an amount that outstripped its collective inflows of the previous five years.

From their report:
Quote
Most significant asset raising year in Grayscales history: Investment for FY19, totaled $607.7 million, surpassed combined investment into all Grayscales products from 2013 through 2018.
Largest quarterly investment to Grayscale Bitcoin Trust ever: With $193.8 in 4Q19, investment into Grayscale Bitcoin Trust exceeded the $171.7 million in investment raised in 3Q19.

The current situation is this one:

https://pbs.twimg.com/media/EORkzCyXkAAqiKz?format=png&name=4096x4096

Please note the relative size of Bitcoin Investments comparet to shitcoins.

You can download the complete report here  (https://grayscale.co/wp-content/uploads/2020/01/Grayscale-Digital-Asset-Investment-Report-2019-January-2020.pdf)(you need to prive an email-trowawaymail will work).
So returning on topic, doing some back of the envelope calculations:

USD 607 millions@BTCUSD8,000 means roughly 75,000 bitcoins were bought this year.
After the halving each year 6.25*6*24*365 Bitcoins will be mined.
This means Greyscale alone will buy more than 20% of newly mined Bitcoins next year.

Of course this doesnt mean only the new mined bitcoin will be bought by Greyscale: they will probably buy via OTC desks from whales, nevertheless this is a looming offer on the market that will be swept away.

Do not forget also Jacks Square, who has been buying massively bitcoins over the last quarters.

How cannot this be bullish?
This is Stock to Flow in full power!


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on January 17, 2020, 01:14:39 PM
No Tulip Trust? ahahahah..... I didn't know they had anything else other than BTC. But even with the relative size, look at the absolute size, some 5 million went to BCH. I can understand a little bit the others too though. ETH and ETC act like the index ETFs (exchange traded funds) of the altcoin world.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on January 18, 2020, 12:12:46 AM
Another article from PlanB has just been published!

Very interesting.
This article is trying to answer one of the most common question: why Bitcoin is still at a very low level if it is going to be worth in the million in a few years?

https://miro.medium.com/max/548/1*01nG9TGRFba6rSER7xIOEw.jpeg

 Efficient Market Hypothesis and Bitcoin Stock-to-Flow Model (https://medium.com/@100trillionUSD/efficient-market-hypothesis-and-bitcoin-stock-to-flow-model-db17f40e6107)

Quote

Bitcoin Stock-to-Flow (S2F) model was published in March 2019 [1]. The model has been well received by bitcoiners and investors. Many analysts have verified the cointegrated S2F model and confirmed bitcoin price predictions [2][3][4].
The S2F model also received critique. The best steel man argument against the model comes from the Efficient Market Hypothesis (EMH). The argument states that the model is based on publicly available information (S2F, bitcoin's supply trajectory) and therefore the analysis and conclusion must be already priced in.
In this article I share my point of view on S2F model and EMH. I analyze arbitrage opportunities, risk & return model and derivatives markets.


The read is very interesting and I'm going to analyse it on the next days, but the ultimate conclusion is: don't worry. Markets are rational AND bitcoin is cheap!


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on March 06, 2020, 12:56:08 PM


This post is eligible for my project:

Help me translate my best posts in your Local Board (https://bitcointalk.org/index.php?topic=5230761.msg53972826#msg53972826)

Quote
I am a strong believer in the utility of local boards.
I am lucky enough to be able to express myself in at least a couple of languages, but I know this is not the case for everyone.
A lot of users post only in the local boards because of a variety of reasons  either language or cultural barriers, lack of interest or whatever other reason.
I personally know a lot of very good users (from the italian sections mainly, for obvious reason) who doesn't post in the international sections.

I think all those users they are missing a lot of good contents posted on the international (english) section or on other boards.

If you think you can help here, just visit the thread!


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on March 17, 2020, 09:51:21 PM
Has the recent dump invalidated the stock to flow model?
Not at all:

Quote
There is a big misunderstanding about the stock-to-flow model: that 1 red dot outside the blue bands invalidates the model.
That is not true! Red dots have been below the band in 2010,2012,2016,2019 and above in 2011,2013,2017.
But co-integration is strong, even now at $5300.
https://pbs.twimg.com/media/ETVkRg_WAAIY2VM?format=jpg&name=4096x4096
https://twitter.com/100trillionUSD/status/1240008836792139782?s=20

Going down the thread there is an answer that might then surface on your head:

Q.
Quote
is there any piece of data that would disprove the model?

A.
Quote
I have explained this 100 times before, but here we go again: S2F model is invalidated if S2F and BTC price are no longer co-integrated.
Everybody can calculate and verify that themselves, or you can check real time at http://btconometrics.com (Engle-Granger Test).


Wow, what an hint:
Going to the website we find that:
Quote
Engle-Granger Cointegration Test
The Engle-Granger test determines if two series are cointegrated by modelling the lag of the residuals against the first difference of the residuals. The t statistic for the coefficient from this OLS is not distributed Student, and should be thought of as "tau". If the tau statistic is below around -2.7 then there is strong evidence of stationarity in the residuals, thus the series are likely to be cointegrated.

The more negative the less likely the series are to be not cointegrated.

Red: no cointegration
Orange: cointegration requires a detailed investigation
Green: strong cointegration

https://talkimg.com/images/2023/05/16/blobce32a1c840d2f2e2.png


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: BitcoinVN_News on April 07, 2020, 05:35:44 PM
Given that the halving is just about a month away and many people in our home country Vietnam are still seeing Bitcoin mostly as a speculator's game or simply as a tool to move value around, we have had some of our team members recently translate PlanB's original article into Vietnamese:

https://news.bitcoinvn.io/mo-hinh-dinh-gia-bitcoin-stock-to-flow/


...as well as Eric Voskuil's ( Libbitcoin (http://www.libbitcoin.org) ) critique of the model:

https://news.bitcoinvn.io/sai-lam-cua-mo-hinh-du-doan-gia-bitcoin-bang-ty-le-stock-to-flow/



Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 10, 2020, 05:31:58 PM
Almost forgot to post here another good podcast where PlanB appeared as a special guest:

Pomp Podcast #238: PlanB on Why Bitcoins Stock-To-Flow Model Is Becoming More Accurate Over Time

Quote
PlanB is one of the most notorious Bitcoin investors in the world. He has amassed a loyal and engaged following on Twitter and has popularized the stock-to-flow model that is widely cited throughout the Bitcoin community. In this conversation, Anthony and PlanB discuss his discovery of Bitcoin, what it took to feel comfortable enough to invest, how he came across the s2f model, why his team hasn't bought Bitcoin in their institutional funds, and why PlanB believes the s2f model is actually getting more accurate over time.


https://www.youtube.com/watch?v=ryLZiE0N4lQ


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: BitcoinVN_News on April 13, 2020, 05:06:58 AM
Given that the halving is just about a month away and many people in our home country Vietnam are still seeing Bitcoin mostly as a speculator's game or simply as a tool to move value around, we have had some of our team members recently translate PlanB's original article into Vietnamese:

https://news.bitcoinvn.io/mo-hinh-dinh-gia-bitcoin-stock-to-flow/


...as well as Eric Voskuil's ( Libbitcoin (http://www.libbitcoin.org) ) critique of the model:

https://news.bitcoinvn.io/sai-lam-cua-mo-hinh-du-doan-gia-bitcoin-bang-ty-le-stock-to-flow/



We also added by now the response of PlanB (https://medium.com/@100trillionUSD/efficient-market-hypothesis-and-bitcoin-stock-to-flow-model-db17f40e6107) (from 19 January 2020) to various critiques on the model to our Vietnamese language series on the topic:

https://news.bitcoinvn.io/li-thuyet-thi-truong-hieu-qua-va-mo-hinh-stock-to-flow-bitcoin/


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 13, 2020, 09:38:38 AM
Used my quarantine time and help from a fellow translator (thanks @gazetabitcoin ) to polish a few typos, minor edits and adding all the other translations of the original article.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 23, 2020, 01:46:43 PM
It is a different model from the full model that took in account I believe 111 monthly data points between 2009 and 2019 (r2 is also different).
Okay, then you have a good case about this model's ability to forecast.
However, careful about "overfitting" and let's see about it in the next few years :)

Again, the author explored this possibility, and found some nice evidence:

Quote
I am aware of the potential dangers of backward fitting and over fitting. However, the #bitcoin S2F model doesn't seem to have that problem.

https://pbs.twimg.com/media/D-9sLXCXYAAcmt1?format=png&name=large

https://twitter.com/100trillionUSD/status/1148255654051794944?s=20


As you can see, taking different subset of sample points, doesn't change dramatically the model: hence overfitting hypothesis can be safely discarded.
This is very important, imho, you were right pointing to this as a potential invalidating point for the model, but this can be safely dismissed.

Little update on this.
Plan B just tweeted this:

Quote
#Bitcoin stock-to-flow model on 2010-2012 data still usable in today. It predicted post-2012-halving and post-2016-halving levels quite well. Will it hold again, after May 2020 halving?Crossed fingers

https://pbs.twimg.com/media/EWSLL4gWkAEXzae?format=png&name=4096x4096

https://twitter.com/100trillionUSD/status/1253281280772407298?s=20


So, one year has passed since the quoted image, and parameters aren't dramatically changed.

This is why S2F is a robust model, whaile others are just line drawn over a chart.

Like this one, for example:

Diminishing returns on a log chart in 2014:
https://pbs.twimg.com/media/EWSW8qnWAAA9-Ke?format=jpg&name=medium

Diminishing returns on a log chart in 2020:
https://talkimg.com/images/2023/05/16/blob7f5092d28cdd97c5.png
Source (https://medium.com/quantodian-publications/bitcoins-increasing-price-resistance-uphill-short-and-long-term-36ab6f74e61a)

You see parameters aren't constant.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: mu_enrico on April 23, 2020, 02:03:34 PM
^ You quote me, bro? Whatsup? Is the variance not widening (yet)? I see R2 changed to 0.698 for the blue one. Can you explain it? Thank you.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 23, 2020, 03:00:41 PM
^ You quote me, bro? Whatsup? Is the variance not widening (yet)? I see R2 changed to 0.698 for the blue one. Can you explain it? Thank you.

Sotty mane, didn't realise I was quoting a message of yours.
Blue correlation changed because they are actually different, as in the upper graph it is Oct 09 to Oct 12, while in the latter is Jul 10 to Nov 12.
Why he did so it's not clear to me, and , sadly, made those to graph actually not comparable directly.
Also note the legend is not correct, as also the Green period starts in Jul 10.

So, Maybe this planB update was a little bit rushed!


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 25, 2020, 02:16:11 PM
Get ready.

Quote
Monday I will publish my third article!
Title is "Bitcoin Stock-to-Flow Cross Asset Model".
Tweaking text, finishing calculations & charts, preparing for reviewCrossed fingers

https://pbs.twimg.com/media/EWdAaKpXQAY1FqW?format=jpg&name=medium

https://twitter.com/100trillionUSD/status/1254042161647099905


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 27, 2020, 11:07:31 PM
Third PlanB's article

Bitcoin Stock-to-Flow Cross Asset Model (https://medium.com/@100trillionUSD/bitcoin-stock-to-flow-cross-asset-model-50d260feed12)

https://miro.medium.com/max/1400/1*Nyt01i2UtTguaP1DD3tsJA.png

Introduction:
Quote
In this article I solidify the basis of the current S2F model by removing time and adding other assets (silver and gold) to the model. I call this new model the BTC S2F cross asset (S2FX) model. S2FX model enables valuation of different assets like silver, gold and BTC with one formula.
First, I will describe the concept of phase transitions, because it introduces a new way of thinking about BTC and S2F. It explains why S2FX model is important.
Second, I will describe S2FX model, how it works and what the results mean.

Conclusion:

Quote
In this article I solidify the basis of the current S2F model by removing time and adding other assets (silver and gold) to the model. I call this new model the BTC S2F cross asset (S2FX) model. S2FX model enables valuation of different assets like silver, gold and BTC with one formula.
I have explained the concept of phase transitions. Phase transitions introduce a new way of thinking about BTC and S2F. It led me to the S2FX model.
S2FX model formula has a perfect fit to the data (99.7% R2).
S2FX model estimates a market value of the next BTC phase/cluster (BTC S2F will be 56 in 20202024) of $5.5T. This translates into a BTC price (given 19M BTC in 20202024) of $288K.
Solidifying known facts from the original S2F study, the S2FX model offers a new way of thinking about BTC transitioning into the fifth phase.
References

He basically use 2SF to interpolate between different asset classes.
In the first article he extrapolated bitcoin prices regarding time, here interpolate across asset classes using S2F.
Still have to think about it.







Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on April 28, 2020, 07:15:05 AM
Plan B just tweeted this:

Quote
#Bitcoin stock-to-flow model on 2010-2012 data still usable in today. It predicted post-2012-halving and post-2016-halving levels quite well. Will it hold again, after May 2020 halving?Crossed fingers

No offense intended, by from my vantage point anyone who takes years prior to 2015 (not even speaking of 2010-2012) and says that their model works good on them too actually discredits the approach they are taking. In reference to Bitcoin, for early years one should use models and frameworks describing stochastic processes like random walk as Bitcoin's dynamic back in the day was completely chaotic and random

This is not to say that today's prices are not random for significant part, even though with more fundamental factors at play now


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 28, 2020, 07:45:05 AM
Plan B just tweeted this:

Quote
#Bitcoin stock-to-flow model on 2010-2012 data still usable in today. It predicted post-2012-halving and post-2016-halving levels quite well. Will it hold again, after May 2020 halving?Crossed fingers

No offense intended, by from my vantage point anyone who takes years prior to 2015 (not even speaking of 2010-2012) and says that their model works good on them too actually discredits the approach they are taking. In reference to Bitcoin, for early years one should use models and frameworks describing stochastic processes like random walk as Bitcoin's dynamic back in the day was completely chaotic and random

This is not to say that today's prices are not random for significant part, even though with more fundamental factors at play now

Why would they?
The model is co-integrated.
This means it is actually working, with those parameters, even if they are computed in such an early stage of bitcoin.
This means short terms fluctuations of BTC price around S2F model are possible, but statistically not significant.




Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on April 28, 2020, 08:07:36 AM
Plan B just tweeted this:

Quote
#Bitcoin stock-to-flow model on 2010-2012 data still usable in today. It predicted post-2012-halving and post-2016-halving levels quite well. Will it hold again, after May 2020 halving?Crossed fingers

No offense intended, by from my vantage point anyone who takes years prior to 2015 (not even speaking of 2010-2012) and says that their model works good on them too actually discredits the approach they are taking. In reference to Bitcoin, for early years one should use models and frameworks describing stochastic processes like random walk as Bitcoin's dynamic back in the day was completely chaotic and random

This is not to say that today's prices are not random for significant part, even though with more fundamental factors at play now

Why would they?

Because prices were random in those years

So anyone who tries to describe the early Bitcoin history using anything other than pure statistics and its methods, which are descriptive on their own and say nothing about the driving forces behind the raw data, is actually trying to derive a meaning from, or relate a meaning to, something which is, or was, meaningless (as a process) due to its random nature. If you ask me, this is not a good idea as it casts doubts on the plausibility of the entire approach

In fact, I understand why people are doing this all the time (because they are looking for coherent explanations and plausible reasons for anything, even entirely random things), but any model, which is not statistical, either explicitly or implicitly, should separate the random part from the part which it tries to explain if it is to have any predictive power, i.e. an ability to generate verifiable predictions. But in case of early Bitcoin, there is simply nothing to winnow out


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 28, 2020, 08:12:51 AM
Plan B just tweeted this:

Quote
#Bitcoin stock-to-flow model on 2010-2012 data still usable in today. It predicted post-2012-halving and post-2016-halving levels quite well. Will it hold again, after May 2020 halving?Crossed fingers

No offense intended, by from my vantage point anyone who takes years prior to 2015 (not even speaking of 2010-2012) and says that their model works good on them too actually discredits the approach they are taking. In reference to Bitcoin, for early years one should use models and frameworks describing stochastic processes like random walk as Bitcoin's dynamic back in the day was completely chaotic and random

This is not to say that today's prices are not random for significant part, even though with more fundamental factors at play now

Why would they?

Because prices were random in those years

So anyone who tries to describe the early Bitcoin history using anything other than pure statistics and its methods, which are descriptive on their own and say nothing about the driving forces behind the raw data, is actually trying to derive a meaning from, or relate a meaning to, something which is, or was, meaningless (as a process) due to its random nature. If you ask me, this is not a good idea as it casts doubts on the plausibility of the entire approach

In fact, I understand why people are doing this all the time (because they are looking for coherent explanations and plausible reasons for anything, even entirely random things), but any model, which is not statistical, either explicitly or implicitly, should separate the random part from the part which it tries to explain if it is to have any predictive power, i.e. an ability to generate verifiable predictions. But in case of early Bitcoin, there is simply nothing to winnow out

That is the point.
It wasn't random, because there is a 95% R^2. This means 95% of the price is explained by this model. All the other factor are explaining 5%.
And this is not a spurious correlation (like high correlation between people drown in a pool and Nicholas Cage movies (https://www.tylervigen.com/spurious-correlations)) because this model is also cointegrated. A fact that rejects this hypothesis.


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on April 28, 2020, 11:09:45 AM
It wasn't random, because there is a 95% R^2. This means 95% of the price is explained by this model. All the other factor are explaining 5%

The numbers don't tell anything by themselves

For instance, you can take an arbitrary set of random data and build a model (say, a polynomial function of high enough order) that would technically give you a 100% accuracy, at least as far as only the sample data points are considered. Then, on this account, you could go on to claim that the distribution is not random (following your logic here). But it would be a far cry from actually explaining anything in a meaningful way, let alone having any predictive power (the analogy of a random number generator seems appropriate here)

This is probably a borderline if not outright extreme example but it is still illustrative enough to show that numbers can be misleading as well as deceiving, and thus shouldn't be taken in isolation for drawing deductions and making inferences. You can arrive at very bizarre conclusions if you don't assess and keep in mind the nature of the subject matter. Put differently, statistical metrics are sufficient and unreservedly valid only in reference to truly random populations. With everything else, we should rather be concerned with looking for the underlying principles, forces, and causes, i.e. the actual mechanics of some phenomenon or process, and how things work internally

Mistaking correlation for causation has already become a cliché of sorts, but it is only a tip of the iceberg of the whole gamut of possible judgment errors we have to deal with and be aware of


Title: Re: Stock To Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 28, 2020, 11:17:44 AM
It wasn't random, because there is a 95% R^2. This means 95% of the price is explained by this model. All the other factor are explaining 5%

The numbers don't tell anything by themselves

For instance, you can take an arbitrary set of random data and build a model (say, a polynomial function of high enough order) that would technically give you a 100% accuracy, at least as far as only the sample data points are considered. Then, on this account, you could go on to claim that the distribution is not random (following your logic here). But it would be a far cry from actually explaining anything in a meaningful way, let alone having any predictive power (the analogy of a random number generator seems appropriate here)

This is probably a borderline if not outright extreme example but it is still illustrative enough to show that numbers can be misleading as well as deceiving, and thus shouldn't be taken in isolation for drawing deductions and making inferences. You can arrive at very bizarre conclusions if you don't assess and keep in mind the nature of the subject matter. Put differently, statistical metrics are sufficient and unreservedly valid only in reference to truly random populations. With everything else, we should rather be concerned with looking for the underlying principles, drivers and forces, i.e. the actual mechanics of some phenomenon or process, and how things work internally

Mistaking correlation for causation has already become a clich of sorts, but it is only a tip of the iceberg of the whole gamut of possible judgment errors we have to deal with and be aware of

I totally get your point.
But i guess the original S2F model has already well demonstrated it is not a well articulated fit of a random data point, as it it cointegrated (this is a statistical test) and parameters are well stable over time (running S2F over different data sets, taken from different halving cycles for example, yields to almost identical parameters and price predictions).

A lot of your points have been actually been raised in the past and discussed in the above thread.
I think it is useful to approach the topic with a grain of salt and in a "challenging" way, as you are doing (we already have religion where you need faith to believe, models are different).
So I am happy to discuss your questions, as answering might me help me find the flaw in this model. I would like to find it, as I find disturbing to have a BTC valuation in the millions in a couple of halving....this means something (the USD) has to break to be true. Otherwise it is the BTC that is going to break.




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 30, 2020, 11:00:41 AM
A nice surprise:

Quote
@RealVision has released my Oct 2019 interview with @RaoulGMI "The Quantitative Case for Bitcoin" on S2F model. A good start before diving into the new S2FX model!

https://www.realvision.com/shows/the-interview/videos/the-quantitative-case-for-bitcoin


https://pbs.twimg.com/media/EW2EglhXgAEMtnu?format=jpg&name=large

https://twitter.com/100trillionusd/status/1255805636555739138?s=21

This is a Great interview.
A lot of information about the article and what is next.
Of course a few months have passed, so you have to put this in context, but the ideas are still there!


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 06, 2020, 08:04:00 AM
A really nice Webcast by Stephan Livera on Stock to Flow with Saifedean Ammous, author of the Bitcoin Standard and first proponent of Stock to Flow model in Bitcoin, and PlanB on his new Stock to Flow article, model development, haling and many more.

Quote
SLP171
@100trillionUSD
 and
@saifedean
 - #BitcoinBTC S2FX, S2F, and Evolution From Collectible to Financial Asset

This will be a YouTube Live + Periscope event 5/5/20 1pm CEST. Subscribe and be notified.

Site: https://stephanlivera.com/episode/171/

YT link: https://youtube.com/watch?v=j2cP8k_QUaw

https://www.youtube.com/watch?v=j2cP8k_QUaw

https://pbs.twimg.com/media/EXLRbNVU8Ac6Jwa?format=jpg&name=medium


Definetly worth listening to.
I will try to extract the most interesting parts here.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on May 13, 2020, 02:32:33 AM
In Episode 392 of the Bitcoin Audible (rebranded from cryptoconomy), Guy Swann read Dominik Stroukal's critique of the stock to flow model, and really it seemed that Stroukal had made a really strong, persuasive argument critiquing the stock to flow model in terms of asserting that in economics, any model should account for both supply and demand, and proclaiming that the stock to flow model is pure speculation and wishful thinking because it ONLY focuses on supply.

More or less Guy Swann's rebuttal tears Stroukal a new asshole... hahahahaaha... What I am suggesting is that it is a good podcast, with both a good read of a provocative article and a great rebuttal, too.

Here it is:

Bitcoin Audible (previously the cryptoconomy): Read_392 - Economics of the Bitcoin Halving [Dominik Stroukal] (https://overcast.fm/+MYnyAs7GQ)


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 13, 2020, 02:58:59 AM
<...>in economics, any model should account for both supply and demand, and proclaiming that the stock to flow model is pure speculation and wishful thinking because it ONLY focuses on supply.
Is he serious?
If that were true Just tell me where demand (or supply) is considered in Dividend Discount Model for stocks, or Black&Scholes Model for derivatives


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: bkbirge on May 13, 2020, 03:10:21 AM
In Episode 392 of the Bitcoin Audible (rebranded from cryptoconomy), Guy Swann read Dominik Stroukal's critique of the stock to flow model, and really it seemed that Stroukal had made a really strong, persuasive argument critiquing the stock to flow model in terms of asserting that in economics, any model should account for both supply and demand, and proclaiming that the stock to flow model is pure speculation and wishful thinking because it ONLY focuses on supply.

More or less Guy Swann's rebuttal tears Stroukal a new asshole... hahahahaaha... What I am suggesting is that it is a good podcast, with both a good read of a provocative article and a great rebuttal, too.

Here it is:

Bitcoin Audible (previously the cryptoconomy): Read_392 - Economics of the Bitcoin Halving [Dominik Stroukal] (https://overcast.fm/+MYnyAs7GQ)

Thanks for sharing! Listening now.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on May 13, 2020, 03:38:09 AM
<...>in economics, any model should account for both supply and demand, and proclaiming that the stock to flow model is pure speculation and wishful thinking because it ONLY focuses on supply.
Is he serious?
If that were true Just tell me where demand (or supply) is considered in Dividend Discount Model for stocks, or Black&Scholes Model for derivatives

I may not have been summarizing the Stroukal arguments very well.  I just listened to it while I was doing some other things, and overall it sounded like Stroukal was making some decent arguments to me, until I listened to Guy Swann's various rebuttals.

One of the difficulties seems to be to assert that if you create a model that only emphasizes supply that demand is NOT also sufficiently embedded in the model by accounting for supply, such as holding demand constant or allowing for demand to be embedded in the historical data that is plotted on the line in order to create a trajectory based on where BTC prices had already been and where the prices had clustered.

So, even though demand might NOT be explicitly discussed within the model, it may be adequately accounted for by plotting the starting / historical prices which implies demand as a kind of constant (and perhaps within a range). just

Of course, stock to flow can be read as allowing for a lot of variance in where BTC price might go above and below the projected price points, and that tolerance for variance seems to allow for variance in the demand that may cause the price projections to deviate from where they might more likely thought to be on the model, too... so even though Stroukal's arguments presented the lack of demand within the model idea persuasively, I still question whether the model does not adequately account for demand by largely plotting empirical price data points and then kind of assuming a range of ongoing demand as a kind of constant or range and including that scarcity of supply likely motivates demand within a projected range of ongoing expectations that are reasonably predictive of future BTC prices, too.  

[edited out]

Thanks for sharing! Listening now.

Great.  Let us know if you have some further insight regarding the topic.

I personally do not like to listen to the same thing more than once, unless there has been some considerable passage of time or I am feeling motivated to listen again for some other compelling reason.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 15, 2020, 07:01:51 AM
I saw a very intrresting picture on Twitter.
That was a back-of.the envelope calculation i did many time here on BTC Talk (cit. needed), so I tought to make my onw version to share with you guys:

Quote
CashApp and Grayscale consumed over 50% of all new issuance in Q1.

Take a bow
@hodl_american
 we assume most of the
@CashApp
 action is you

#BitcoinBTC


https://pbs.twimg.com/media/EXZD3RUUwAAwLG9?format=jpg&name=large

https://twitter.com/listedreserve/status/1258268244319694848?s=20

So, here it is my version to play with.

I am going to update it with reference of every price and numbers from reliable sources.

https://talkimg.com/images/2023/05/16/blob70030a83e84b21a1.png
https://docs.google.com/spreadsheets/d/1weRaV1wuOM8XlsbvRGX7YkJ9-EbT2SuA_-x3irHRd-g/edit?usp=sharing

This is the biggest reason why S2F matters.





Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: bitebits on May 15, 2020, 09:12:15 AM
^ Nice fillippone. Are those Grayscale/CashApp numbers net buys?


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 15, 2020, 09:29:49 AM
^ Nice fillippone. Are those Grayscale/CashApp numbers net buys?
Yes, as per my understanding, those are net buys.
I included in the Google Spreadsheet the link for financial statement for Greyscale (still working on Cash App ones), where youwe can doublecheck this information.
Don't trust, verify.

Of course the idea those buys are satisfied by newly minted coins rather that the existing coins is rater naive.
There are more than 18,000,000 BTC out there, so this  buying pressure is a tiny fraction of this supply.
But nevertheless, BTC whales will get eventually eroded by this pressure.
 


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 22, 2020, 11:11:40 AM
PlanB is slowly expanding his Cross Asset model:

Quote
US housing S2F (32-95) & value ($33.9T) align with stock-to-flow model. I am looking into European housing, seems to align too (slightly higher S2F & value than US), share results later. A S2F data point higher than gold is important for after 204 halving.
https://medium.com/greyswandigital/testing-plan-s-cross-asset-stock-to-flow-model-on-housing-c84889304ddf

https://pbs.twimg.com/media/EYd-g3kX0AIUSMW?format=jpg&name=4096x4096

https://twitter.com/100trillionUSD/status/1263118694579920899?s=20

So, many Store of Value aligning on the "magical" regression.

I guess that as Bitcoin moves up the line, becoming more and more scarce and with his valuation going up, more and more of those assets will lose their place on that line, as Bitcoin will eventually "drain" from those assets their "Store of Value" functions, leaving them only with their "industrial value".
It happened with Silver, it will happen with Gold and any other Store of Value Assets.






Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on May 22, 2020, 05:52:47 PM
I guess that as Bitcoin moves up the line, becoming more and more scarce and with his valuation going up, more and more of those assets will lose their place on that line, as Bitcoin will eventually "drain" from those assets their "Store of Value" functions, leaving them only with their "industrial value"

As much as I would love that to come true, it's highly unlikely
 
It happened with Silver, it will happen with Gold and any other Store of Value Assets

So why did it not start with gold?

I mean, long before Bitcoin? Gold is also scarce and has been scarce since day one (apart from two events in the very remote past when it wasn't), so it should have done the trick long ago. Why didn't gold strip other assets off of their store of value functions? If we proceed from the assumption that it didn't, what is it in Bitcoin which gold lacks? Yeah, you can transact with Bitcoin but somehow it doesn't feel like its killer feature that would make it reign supreme among other such assets. You don't need to transact (much) with a store of value (as the term itself suggests)


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on May 22, 2020, 06:20:03 PM
I guess that as Bitcoin moves up the line, becoming more and more scarce and with his valuation going up, more and more of those assets will lose their place on that line, as Bitcoin will eventually "drain" from those assets their "Store of Value" functions, leaving them only with their "industrial value"

As much as I would love that to come true, it's highly unlikely
 
It happened with Silver, it will happen with Gold and any other Store of Value Assets

So why did it not start with gold?

Gold is quite likely to suffer silver's fate in terms of reverting to its industrial use and industrial value the more that bitcoin supplants gold in terms of a safe haven asset and increasing financialization of bitcoin, and surely bitcoin is better than gold, anyhow in a variety of ways.. People have merely not come around to realize that bitcoin is better than gold yet..,. but they will.. they will .. and some people are already coming around to that realization.... and especially people who have been studying the bitcoin space, which you should be one of those folks, deisik.  You have been around bitcoin (at least your forum registration seems to show it) longer than me, but you still don't seem to fucking understand what is bitcoin?  Crazy that.  Some people take time, right?


In essence, you should realize by now that bitcoin is better than gold in terms of its scarcity, portability, verifiability, divisibility, programability, lack of a need to endure as much third-party risk or costs and likely other characteristics, too.

I mean, long before Bitcoin? Gold is also scarce and has been scarce since day one (apart from two events in the very remote past when it wasn't), so it should have done the trick long ago. Why didn't gold strip other assets off of their store of value functions?

Likely, because of its physicality, gold has remained somewhat easy to manipulate with the passage of time.  I would not be negating that bitcoin has done decently well in maintaining decent value with the passage of time, even though it has been manipulated through its history.

If we proceed from the assumption that it didn't, what is it in Bitcoin which gold lacks?

I already covered that point above.

Yeah, you can transact with Bitcoin but somehow it doesn't feel like its killer feature that would make it reign supreme among other such assets.

 It does not need to feel like bitcoin is any kind of killer currently.  Don't get so anxious.  Bitcoin is very early in its level of maturity and adoption, so you can choose to bet on it, or you can sit on the fence or you can bet against it.  The choice is yours.  Just don't come whining 4-10 years later when you cannot even afford .1BTC because you failed/refused to invest while it is still relatively cheap.

You don't need to transact (much) with a store of value (as the term itself suggests)

Of course, you do not need to transact much with bitcoin either, especially if there are a lot of inferior stores of value that you can use for your payment processors, but sure, there are likely going to develop more and more payment mechanisms with bitcoin too, even though perhaps it may not end up getting used a lot for small transactions if there are other payment mechanisms that are available.

On the other hand, there may be some people and some situations in which it might be way better to use bitcoin rather than some other mechanism that  either relies on a third party or there might be some other questions regarding the real time transfer of value or the ability to reverse the transaction, let's say for example there is an oil tanker that has $100million in value, and it might be better to transact in bitcoin for such a seller to feel comfortable about making sure that the value of the bitcoin is received before delivering such oil to the buyer. 

Of course, there can be a lot of other examples in which bitcoin might be the better vehicle for the transfer of value, but just using the oil tanker as one possible example.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on May 22, 2020, 06:46:17 PM
In essence, you should realize by now that bitcoin is better than gold in terms of its scarcity, portability, verifiability, divisibility, programability, lack of a need to endure as much third-party risk or costs and likely other characteristics, too

I agree with all of this

And I think no one would argue that Bitcoin is better than gold in most all of everyday circumstances. With that said, however, I don't think that anything would be able to beat gold before Bitcoin has long been beaten out of the picture, and not just as a store of value but completely wiped out -- in case things go massively awry. That's probably a sufficient reason why gold is better, and will always be better than Bitcoin as a store of value on longer timeframes. In fact, Bitcoin is quite fragile, while gold, physical gold, is virtually indestructible


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 22, 2020, 07:05:51 PM
I came late replying to this, and I think JJG summarised (well, I would rather say he actually expanded) the answer I had in mind.
Bitcoin is better than gold in so many ways that in the long term it will strip gold, and ultimately every other SoV of their financial value, leaving them only to their respective industrial value.

This is what is already happening today: negative rates and CBs going brrr all around the world are sending fiat money south: some of those (ARS anyone?) is doing that faster than other, but all of them are, USD included (slower than all the others admittedly) as you can easily deduct from XAU increasing in value every day.

It is not going to happen overnight, but if you are reading these lines you are in a position of advantage to be ready when this is going to happen.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on May 22, 2020, 07:12:42 PM
In essence, you should realize by now that bitcoin is better than gold in terms of its scarcity, portability, verifiability, divisibility, programability, lack of a need to endure as much third-party risk or costs and likely other characteristics, too

I agree with all of this

And I think no one would argue that Bitcoin is better than gold in most all of everyday circumstances. With that said, however, I don't think that anything would be able to beat gold before Bitcoin has long been beaten out of the picture, and not just as a store of value but completely wiped out -- in case things go massively awry. That's probably a sufficient reason why gold is better, and will always be better than Bitcoin as a store of value on longer timeframes. In fact, Bitcoin is quite fragile, while gold, physical gold, is virtually indestructible

And?  

What is the vehicle for the supposed bitcoin doom and gloom?

Is it a software bug?

The internet gets shut down?

Governments are able to outlaw it?

How is bitcoin going to go down, exactly?  Is this doom to bitcoin coming soon, or you do not have a timeline for such bitcoin death?

Is this doom and gloom for bitcoin coming during our lifetimes or even in the next 50 years or even 10 years?

You are saying that we should be investing in gold right now, or you are not saying that?  You realize that gold has supposedly been going to pump forever, but really have not seen it in the last 20 years, right?  Has there been any gold pump, yet?  Don't get too excited about the last 14 years, because if you account for inflation, gold has not really done shit, even if you see a doubling of its dollar value. that ain't shit.


In other words, if you cannot come up with some decent timeframe for the supposed decline of bitcoin, then bitcoin is going to continue to have value gravitate into it and to remain a good investment for all peeps, and who gives any shits if bitcoin dies in 50 years or 100 years or some other unspecified time period, when either we will be dead or we can address that supposed threat model at that future time.

In other words, if you cannot be specific about some kind of reason or some kind of timeline for bitcoin's supposed death, in spite of the currently strong fundamentals and strong price prediction models that include stock to flow, 4-year fractal and exponential s-curve adoptions based on metcalfe and networking effects, then currently bitcoin seems to be in the position to continue to be a great investment in which everyone should consider getting the fuck off of zero and trying to get somewhere in the ballpark of 1% to 10% of their quasi-liquid investment assets into bitcoin rather than hypothesizing about some non-specific doomsday scenario that has about a snowball's chance in hell of actually happening or interfering with the current BTC investment thesis.

Go ahead with your presentation of your purported bitcoin is dead/dying thesis (and gold is better...blah blah blah), deisik.  The ball is in your court.  I am waiting.  You got anything or are you too busy (distracted) looking at some shitcoin chart?   :D :D :D


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on May 22, 2020, 07:28:57 PM
How is bitcoin going to go down, exactly?  Is this doom to bitcoin coming soon, or you do not have a timeline for such bitcoin death?

Is this doom and gloom for bitcoin coming during our lifetimes or even in the next 50 years or even 10 years?

Internet down means Bitcoin is down too, as simple as it can be

It may be down for you personally or more globally, temporarily or more permanently, but the outcome will be the same, and it can have pretty ugly consequences if it is to stay. I really don't see any plausible reason why anyone would want to question that. It can happen tomorrow, it can happen in a year, or it can never happen, but just the possibility of it, which is real and palpable, should make every Bitcoin holder think twice. That's basically the reason why everyone should have ready cash on hand (gold is somewhere down the road). It is just common sense and street wisdom. Shit happens, and ironically, when it happens, we are more often than not caught completely off guard as the coronavirus pandemic has revealed abundantly clear


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on May 22, 2020, 07:47:30 PM
How is bitcoin going to go down, exactly?  Is this doom to bitcoin coming soon, or you do not have a timeline for such bitcoin death?

Is this doom and gloom for bitcoin coming during our lifetimes or even in the next 50 years or even 10 years?

Internet down means Bitcoin is down too, as simple as it can be

sure.. bitcoin is mostly internet.. but not exclusively internet, and really there are not too many scenarios to presume large scale internet outages of such a scale to make bitcoin NOT work.

In recent years, I have focused on making it my practice to NOT plan my life around events that have low probabilities of happening, but instead to do the bulk (vast majority) of my planning and preparations for more likely scenarios.. has served me quite well to focus in such a way.

It may be down for you personally or more globally, temporarily or more permanently, but the outcome will be the same,

Outcome is not the same if there are pockets of access or even time periods of outages versus whole world outages.

and it can have pretty ugly consequences if it is to stay.

Yep.. it could... but again, not too likely whatever the fuck you are speculating about.

I really don't see any plausible reason why anyone would want to question that.

I don't question that total outage would have a big impact.  But I am not going to assume getting to total outage very easily or under any kind of straightforward path, even if we have had a pretty BIG event in recent times with a virus and a seeming over-reaction and ill-focused reaction that is likely going to continue for some time, we still have a hard time getting to large scale internet outages that you would like to presume.   ::) ::)

It can happen tomorrow,

You mean a solar pulse?  Hm?  

it can happen in a year, or it can never happen, but just the possibility of it, which is real and palpable, should make every Bitcoin holder think twice.

Well that might cause some people to only put 1% or 10% in bitcoin rather than larger allocations.

So fucking what?

No one should be putting 30% or 50% or some other stupid ass large amount of preparation into 1% scenarios.. that is going to get them to the poor house quickly... dumb asses.

If you are reluctant and you give some weight to outlandish scenarios, then you might temper down your investment in bitcoin from 10% to 5%, but it should not lead you to go to 0%... that would be retarded.. and sure there are retarded people out there, and they are likely not prepared for much of anything, including the upside scenarios in bitcoin.

By the way, I have no problem with preparing for both downside and upside in bitcoin, and all of us should prepare for both directions, but lame as fuck to be suggesting that anyone preparing for up in bitcoin is not adequately preparing for down, too.




That's basically the reason why everyone should have ready cash on hand (gold is somewhere down the road).

I doubt that gold is necessary... but sure, maybe have some gold, but does not seem necessary.  

Good to have some cash and sure assets in a variety of places and other prepper stuff such as food, property and maybe a gun and some bullets and other stuff like that... ... don't go overboard but have some of those things.  Yes.

It is just common sense and street wisdom. Shit happens, and ironically, when it happens, we are more often than not caught completely off guard as the coronavirus pandemic has revealed abundantly clear

Of course, corona virus has revealed quite a few supply chain vulnerabilities, but does not mean do not invest in bitcoin or to invest in gold... you are devolving into a bit of nonsense, and maybe we are starting to exhaust this topic.. for now?
  ::) ::) ::)


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: bkbirge on May 22, 2020, 08:03:32 PM
How is bitcoin going to go down, exactly?  Is this doom to bitcoin coming soon, or you do not have a timeline for such bitcoin death?

Is this doom and gloom for bitcoin coming during our lifetimes or even in the next 50 years or even 10 years?

Internet down means Bitcoin is down too, as simple as it can be

It may be down for you personally or more globally, temporarily or more permanently, but the outcome will be the same, and it can have pretty ugly consequences if it is to stay. I really don't see any plausible reason why anyone would want to question that. It can happen tomorrow, it can happen in a year, or it can never happen, but just the possibility of it, which is real and palpable, should make every Bitcoin holder think twice. That's basically the reason why everyone should have ready cash on hand (gold is somewhere down the road). It is just common sense and street wisdom. Shit happens, and ironically, when it happens, we are more often than not caught completely off guard as the coronavirus pandemic has revealed abundantly clear

Not really a counter argument but more of a nuanced mitigation of the argument...
https://cryptomoneyteam.co/2020/05/21/bitcoin-could-be-more-resilient-to-global-electric-failure-than-banks/
Quote
Bitcoin has long since proven that its system is robust. In 11 years of operation, the network has seen zero downtime.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 22, 2020, 08:31:06 PM
How is bitcoin going to go down, exactly?  Is this doom to bitcoin coming soon, or you do not have a timeline for such bitcoin death?

Is this doom and gloom for bitcoin coming during our lifetimes or even in the next 50 years or even 10 years?

Internet down means Bitcoin is down too, as simple as it can be

It may be down for you personally or more globally, temporarily or more permanently, but the outcome will be the same, and it can have pretty ugly consequences if it is to stay. I really don't see any plausible reason why anyone would want to question that. It can happen tomorrow, it can happen in a year, or it can never happen, but just the possibility of it, which is real and palpable, should make every Bitcoin holder think twice. That's basically the reason why everyone should have ready cash on hand (gold is somewhere down the road). It is just common sense and street wisdom. Shit happens, and ironically, when it happens, we are more often than not caught completely off guard as the coronavirus pandemic has revealed abundantly clear

Not really a counter argument but more of a nuanced mitigation of the argument...
https://cryptomoneyteam.co/2020/05/21/bitcoin-could-be-more-resilient-to-global-electric-failure-than-banks/
Quote
Bitcoin has long since proven that its system is robust. In 11 years of operation, the network has seen zero downtime.

I do agree with you JJG an bkbirge, the internet is not even necessary to trade with bitcoin:

[Total privacy Bitcoin]: off grid Transactions LoRaWan/goTenna (https://bitcointalk.org/index.php?topic=5230202.msg53959271#msg53959271)

I do agree this is a corner scenario, where probably trading bitcoin wouldn't may be the first issue (rather than finding enough food to pass the night), but may be an uber-nerd wet dream (and I am actually thinking about assembling this setup coupled with a Blockstream Satellite  (https://blockstream.com/satellite/)receiver 2.0).

 


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on May 22, 2020, 09:07:34 PM
Of course, corona virus has revealed quite a few supply chain vulnerabilities, but does not mean do not invest in bitcoin or to invest in gold... you are devolving into a bit of nonsense, and maybe we are starting to exhaust this topic.. for now?

Okay, let's not derail this thread anymore

So a few final words to sum it up. It is not like you should choose only Bitcoin or only gold. To repeat, that depends on your investment horizon. If you work on timeframes like decades, I would opt for gold, on shorter timeframes I would choose Bitcoin. But that doesn't mean that you can't use both for shorter and longer timeframes. These are different timeframes, and thus they don't need to be mutually exclusive

The other point to keep in mind is that there are not many people who can purposefully plan so far into the future (like one in a million). To make sense of it, you have to be rich and very well off, as well as have walked up the timeframe ladder (from shorter to longer terms). Conversely, if you are as poor as a church mouse, a timeframe of a single year may be well beyond your planning horizon


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on May 22, 2020, 10:03:22 PM
Of course, corona virus has revealed quite a few supply chain vulnerabilities, but does not mean do not invest in bitcoin or to invest in gold... you are devolving into a bit of nonsense, and maybe we are starting to exhaust this topic.. for now?

Okay, let's not derail this thread anymore

So a few final words to sum it up. It is not like you should choose only Bitcoin or only gold. To repeat, that depends on your investment horizon. If you work on timeframes like decades, I would opt for gold, on shorter timeframes I would choose Bitcoin. But that doesn't mean that you can't use both for shorter and longer timeframes. These are different timeframes, and thus they don't need to be mutually exclusive

Of course, you have a right to allocate in terms of any philosophy that you like or if you believe that your allocation lines up with your view of the world, your timeline and your other various personal circumstances...

but I don't agree with your nonsense about gold being more of a long term than bitcoin or that they necessarily serve differing purposes.  You can frame the situation like that all that you like, and if your world view is that you need to prepare for some Armageddon scenario and physical gold might come handy in that, then you allocate some of your value into that burdensome shiny nonsense.

If you are viewing either gold or bitcoin as a possible hedge against the dollar then that might be another investment scenario and in that case gold could reasonable be concluded to be redundant to bitcoin to the extent that it actual serves as any kind of meaningful hedge against the dollar (which might be a decent leap in faith, too, since it has been so paperized during the years).

Regarding your long term short term nonsense, I agree with that framework to the extent that anyone is investing in shitcoins... bitcoin is not a shitcoin, so we can dispose of that framework in terms of bitcoin.  Since I consider bitcoin to be a long term investment, that does not mean that I am not going to hesitate to get the fuck out of bitcoin if circumstances change in such a way that bitcoin no longer seems like a long term investment.  Merely because someone invests into an asset for the long term and with a long term time horizon does not mean that they lose their discretion to get the fuck out of the asset if the fundamentals or even world environment changes.

Your seemingly dumbass bearish investment thesis in regards to bitcoin presumes that there is some kind of meaningful vulnerability in the internet or alternative communication channels that can be used by bitcoin, and that is just nonsense, but if someone actually believes that to be an actual bitcoin vulnerability, they could still invest in bitcoin, and if they were to see such communication channels becoming an issue then get the fuck out of bitcoin before other people notice such issue.. Currently there is no such issue and we are not even close to such an issue, that is part of the reason I am taking such a harsh tone to the preposterousness of your bearish bitcoin investment thesis.


The other point to keep in mind is that there are not many people who can purposefully plan so far into the future (like one in a million).

Who the fuck cares if people do NOT plan very well?  That should not affect the goal that any investor should have in order to attempt to plan their investments and to tweak them from time to time, as needed.  Just because people are not good at planning or investing does not mean that each of us should not strive (for our own good) to plan ahead.  Yeah, if you do not want to plan ahead merely because a lot of others fail to accomplish such planning, then that is your dumbass choice.

By the way, there is a concept of information asymmetry, and of course, if you plan ahead, then you are more able to take advantage of information asymmetry because you are prepared for it.. and that is a place where preparation meets opportunity.. in other words, making your own luck.  Not everyone is going to get lucky in life, but those who prepare have way better odds of running into some "luck" from time to time.


To make sense of it, you have to be rich and very well off, as well as have walked up the timeframe ladder (from shorter to longer terms). Conversely, if you are as poor as a church mouse, a timeframe of a single year may be well beyond your planning horizon

Bullshit.

Of course, rich people have a lot of advantages over poor people, but frequently rich people will fuck things up pretty badly too because they take their already richness for granted.

One of the quasi-secrets of being rich is learning how to live within your means, and sure the more poor that you start out the more challenging will be your situation to improve your lot and to generate investment capital and to be able to create situations in which you have savings and that you are even able to invest whether in bitcoin or in some other assets (stay the fuck away from gold.. if you know how to buy and secure bitcoin.... hahahahaaha).


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 05, 2020, 02:48:46 PM
One of the most important tweet  bt @100trillionUSD answering the most debated question: Why isn't demand factored in the Stock to Flow model?


Quote
Some say S2F(X) model must be wrong because #BTC BTC price is determined solely by scarcity (supply) and demand does not play a role.

However Nobel prize winning Capital Asset Pricing Model (CAPM) determines asset returns solely based on risk (volatility, dd) .. no demand, no supply


https://pbs.twimg.com/media/EZsBkZcWoAEHOlr?format=png&name=largehttps://pbs.twimg.com/media/EZsBp1OWkAEzn7U?format=png&name=medium

https://twitter.com/100trillionUSD/status/1268610182793228288?s=20


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 13, 2020, 08:21:51 AM
PlanB (https://twitter.com/100trillionUSD) is continuing his campaign trying to clarify some misconceptions about his latest models.

Today he tweeted:

Quote
S2FX misunderstandings:
1) Phase5 not defined. Phase5 ~ S2F55-60 & $100-900K
2) S2FX not falsifiable. Falsified if phase5 or other scarce assets (diamonds/homes) are not ~on S2FX line
3) Altcoins,palladium,platinum are left out. No, they are not scarce: S2F<1, no PoW/hash/liq/etc


https://talkimg.com/images/2023/05/16/blobe5f3b2ae41136752.pnghttps://talkimg.com/images/2023/05/16/blob191b888ef9629c96.png

https://twitter.com/100trillionUSD/status/1271555833130815488

As we see he marked the first red dot (the second one is expected soon.
Still, we have to find the narrative for this 5th phase.




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 15, 2020, 07:57:19 AM
PlanB is playing harsh against Vitalik, also continuing demystifing his models:

Vitalik tweeted this:

Quote
The "halvings cause BTC price rises" theory is unfalsifiable:

Was the peak before the halving? Then it "rose in anticipation of the halving"
During? "Because of the halving"
After? "Because of..."

The last $20k peak was near the halfway point between the 2016 and 2020 halvings.

https://pbs.twimg.com/media/EafnfpDWoAIvPTG?format=jpg&name=large

https://twitter.com/VitalikButerin/status/1272240013363855361?s=20

PlanB was ready to answer this (blunt) criticism:

Quote
I beg to differ. Halvings make BTC scarcer (in S2F terms) and scarce assets  (BTC, gold, silver etc) seem to have a higher value than non scarce assets. It is not so much about the peaks (those are caused by greed and fomo), but the average price levels.

https://miro.medium.com/max/1400/1*Nyt01i2UtTguaP1DD3tsJA.png

https://t.co/cQEv7Qvu64?amp=1
https://twitter.com/100trillionUSD/status/1272436030097031169?s=20



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 23, 2020, 09:28:18 PM
PlanB on twitter started a series of interesting, yet quite surprising tweets:

Quote
Dont Fight the FED is old Wall Street wisdom.
Great thing that #Bitcoin BTC is fully aligned with FED interests (QE to save banks & companies). BTC is correlated (95% R2) and cointegrated with US equities (S&P500). So BTC is not an uncorrelated asset and supported by FED actions.
https://pbs.twimg.com/media/EbCDJXOWAAAGuQc?format=jpg&name=large
https://twitter.com/100trillionUSD/status/1274664455817826306?s=20

Really?
At face value this tweet states that being SPX and BTC correlated and cointegrated, the fed pumping money in the system is actually also pumping BTC too.
 
In the second tweet computes BTC level based on current SPX level using this new model:

Quote
#BTC BTC= $3100^8.7*e^-60 = $20K🚀

https://pbs.twimg.com/media/EbCDJXOWAAAGuQc?format=jpg&name=large

https://twitter.com/100trillionusd/status/1275108641763471361?s=21

BTC looks like a leveraged bet on SPX.
Of course if we go further up, both BTC and SPX are getting explosives.
What does it means? Are we going to be all rich?
Wrong.
You can be a millionaire and be poor, if a liter of milk costs 10,000 USD.
Have you ever been in Venezuela, a lot of billionaries there who just throw money in the street, because they are too rich to take the bills from the pavement.

Do you know how bankruptcies happen?
Slowly at start, then allo fo a sudden, Weimar Style:

Quote
Some people think that FED is going to stop QE / Brrrr and that stock markets will crash ... I think FED is going Weimar style parabolic. #bitcoin BTC

https://pbs.twimg.com/media/EbM1_N_XYAIyVB4?format=jpg&name=4096x4096
https://twitter.com/100trillionUSD/status/1275422699385507842?s=20

This is what it is going to happen if FED keeps pumping USD in the system.
(remember that Bitcoin is not about getting rich quickly, is about not getting poor slowly).
What do these tweet means?
We knew that BTC was not correlated with SPX. A lot of studies and analysis confirmed that. Yet PlanB comes with the statement the SPX is correlated.
I did myself this analysis a few times  and I didn't came up with those numbers. So he must have a different explanation for this.
I will try to find out and detail here.




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: deisik on June 24, 2020, 06:23:06 AM
Do you know how bankruptcies happen?
Slowly at start, then allo fo a sudden, Weimar Style:

Quote
Some people think that FED is going to stop QE / Brrrr and that stock markets will crash ... I think FED is going Weimar style parabolic. #bitcoin BTC

https://pbs.twimg.com/media/EbM1_N_XYAIyVB4?format=jpg&name=4096x4096
https://twitter.com/100trillionUSD/status/1275422699385507842?s=20

Whoever that guy (PlanB) is, with such charts he totally discredits himself

I don't know about other fellow posters, but looking at this I can't help catching myself thinking that he is selling snake oil. You know, the kind that ZeroHedge has been selling for over a decade already, complete doom and gloom. It may be enjoyable and amusing to read but if you come to base your actual life choices and decisions on the information presented there, you are in for trouble, probably big time

remember that Bitcoin is not about getting rich quickly, is about not getting poor slowly

Sounds pretty ironic, and not far from the truth for the majority of wannabe nouveaux riches


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 30, 2020, 12:14:46 PM
New Plan B website online:

Quote
https://twitter.com/100trillionUSD/status/1277930300530667521?s=20


There you can find all his articles, with link to local translations, interview and podcasts.
Definetly a resource to link.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on September 15, 2020, 08:10:17 AM
 A very nice podcast interview with PlanB on this new #Phase5 of bitcoin:

Bitcoin Has Entered Phase 5 with PlanB, Jeff Booth & Preston Pysh (https://www.whatbitcoindid.com/podcast/bitcoin-has-entered-phase-5#notes)

https://images.squarespace-cdn.com/content/v1/59641a28ff7c5099c12a5eda/1599220490766-N6MUDMH7YB9OZQZZ0MMO/ke17ZwdGBToddI8pDm48kK4XEGQ0yIvOjusRluXxOSFZw-zPPgdn4jUwVcJE1ZvWQUxwkmyExglNqGp0IvTJZamWLI2zvYWH8K3-s_4yszcp2ryTI0HqTOaaUohrI8PIDidS2cZxrzNhPdPi-f2PChZmO-wp_jhAjmzKgEfRkkU/WBD257+-+The+Next+Phase+-+Large+Banner.png?format=1000w

Quote
Location: Squadcast
Date: Wednesday 2nd September   
Company: Independent Trader, Entrepreneur & Author, The Investors Podcast
Role: Bitcoin Quant Analyst, Independent & Host

When Plan released his revised Stock-to-Flow model as a Cross Asset Model (S2FX), he added a new concept: phase transitions. This revision to the model takes into consideration the evolution of Bitcoins use and meaning, as such, from proof of concept to payments to e-gold to a financial asset.

Following the halving in May, many have speculated what the next transitional phase would be for Bitcoin, with the model predicting the price of Bitcoin potentially reaching $288K.

With Bitcoin being a provably scarce asset, in times of unprecedented money printing and fiat currency debasement, the bull case for Bitcoin is clear. However, in August, MicroStrategy sent a clear message to businesses everywhere, when in August they announced their purchase of 21,454 Bitcoin, over 0.1% of the total supply.

MicroStrategy CEO Michael Saylor said that they view Bitcoin as a dependable store of value and an attractive investment asset with more long-term appreciation potential than holding cash. Other companies have started following MicroStrategy by holding Bitcoin within their treasury.

Could companies holding Bitcoin to protect their cash reserves be the next phased transition for Bitcoin?

In this interview, I talk to Bitcoin quant analyst & creator of the stock to flow model, Plan₿, author of The Price of Tomorrow Jeff Booth & author, engineer & the host of The Investor Podcast, Preston Pysh. We discuss how Bitcoin S2F is entering phase 5.


This Podcast sums up many of the theme i recently cared about:
#Stock to Flow
MicroStrategy Buys $250M in Bitcoin, Calling the Crypto Superior to Cash (https://bitcointalk.org/index.php?topic=5268108)
Winklevoss The Case for $500K Bitcoin (https://bitcointalk.org/index.php?topic=5272006.msg55082783#msg55082783)


Is Bitcoin entering a new era? I think it is one of the most interesting topic right now.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 13, 2020, 02:59:25 PM
Almost two months have passed since last update and everything is behaving nicely:

Stock to Flow Cross assets:

Quote

Beautiful to see the birth of #bitcoin BTC phase5 in real time! Red dots will tun orange, yellow, green and slowly crawl towards S2FX model line (black linear line) and gold.

https://pbs.twimg.com/media/EmtJG3nXcAETLxp?format=png&name=4096x4096



Stock to Flow:

https://talkimg.com/images/2023/05/16/blob035f150a91d84300.png

Price is pretty much in line. Market price il 16,200 with a S2F463 days modelling a 19,900 USD price: 23% of appreciation is well within the cointegration interval needed to keep it reliable.





Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 22, 2020, 01:21:56 PM
Dont get too excited for this price action, says PlanB, as the real bull run has yet to start!


Quote

Current #bitcoin BTC price action is nice, but we are waiting for a real jump (like the red arrows early 2013 and 2017). IMO that will be the start of the real bull market, and indeed phase5. January 2021?

https://pbs.twimg.com/media/EnbFu4UXIAAFztB?format=jpg&name=large

https://twitter.com/100trillionusd/status/1330469160980242432?s=21

Stock to flow has a model price really close to current market price. From now on not only the rise is going to be quicker, but also overshoots relative to model prices are possible.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on November 23, 2020, 08:33:31 AM
I would put PlanB's S2F into perspective by removing/mitigating data from 2011-2014: those years data were too inaccurate (exchanges faking volumes). Starting from 2016 is much better IMO and the model still works perfectly. My question is when the red dot will explode, because it will, where will it push the price? Will there be enough buyers to sustain the model? These are my thoughts recently.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 23, 2020, 11:16:35 AM
I would put PlanB's S2F into perspective by removing/mitigating data from 2011-2014: those years data were too inaccurate (exchanges faking volumes). Starting from 2016 is much better IMO and the model still works perfectly. My question is when the red dot will explode, because it will, where will it push the price? Will there be enough buyers to sustain the model? These are my thoughts recently.

There's no need to remove those points.
Even taking into account earlier points, even before first halving, S2F models has quite a decent forecasting accuracy.
This means probably, yes, exchanges were faking volumes, but price wasn't altered on a statistical meaningful way.
Regarding the maximum price possible once the "red dot bull run" starts, well just look at the past: in 2017 market peaked at 3 times the "slower" stock to flow model price, and has rarely been above that threshold. I think I could see that as an upper "limit" to closely monitor.

https://talkimg.com/images/2023/05/16/bloba587fb5df2156d40.png






Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on November 23, 2020, 08:12:47 PM
I would put PlanB's S2F into perspective by removing/mitigating data from 2011-2014: those years data were too inaccurate (exchanges faking volumes). Starting from 2016 is much better IMO and the model still works perfectly. My question is when the red dot will explode, because it will, where will it push the price? Will there be enough buyers to sustain the model? These are my thoughts recently.

There's no need to remove those points.
Even taking into account earlier points, even before first halving, S2F models has quite a decent forecasting accuracy.
This means probably, yes, exchanges were faking volumes, but price wasn't altered on a statistical meaningful way.
Regarding the maximum price possible once the "red dot bull run" starts, well just look at the past: in 2017 market peaked at 3 times the "slower" stock to flow model price, and has rarely been above that threshold. I think I could see that as an upper "limit" to closely monitor.

https://i.imgur.com/1LdQtUU.png

I don't disagree with you fillippone, but I would frame a response a wee bit differently, even if we may well be saying some kind of similar thing.

Mine would go something like this:

"Fuck that!!!  Why would anyone want to handicap themselves or their model in terms of attempting to understanding what the fuck is going on by removing material and relevant data? If you remove data, then your model likely becomes less accurate. 

In other words, removal of material and relevant data is nearly retarded, if not full blown retarded."

https://i.pinimg.com/originals/d4/05/88/d4058820bb8cac2cd41a8823936c8111.jpg

In other words, Italian "used to be stallion"** you are much nicer than me.  #nohomo

**referring to a prior self-disclosure of yours. hahahahahaha


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: HabBear on November 23, 2020, 10:31:14 PM
If this chart is logarithmic, we need to consider that the time it takes to reach the next peak gets drawn out. People look at these charts and think we'll hit 100,000$ by next year...i think it's more like 2022 or 2023 to get to that point. If you notice the duration it took to get to each new all time high, the time period expands by 30-50% each time.

  • 1.5 years to surpass $10 - 2010-20111
  • 2.5 years to surpass $1,000 - 2011-2014
  • 4.0 years to surpass $10,000 - 2014-2018
  • HOW MANY? years to surpass $100,000 - 2018- ???

Based on the data it would have to be at least 4 years, which would be 2022. But given the trend that the timeline gets longer to grow 10x, we're looking at more like 6-8 years so 2024-2026 by the time that happens.

Ok smart people...where is my logic off?


Stock to Flow:

https://i.imgur.com/JwozEmU.png

Price is pretty much in line. Market price il 16,200 with a S2F463 days modelling a 19,900 USD price: 23% of appreciation is well within the cointegration interval needed to keep it reliable.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on November 24, 2020, 12:17:52 AM
If this chart is logarithmic, we need to consider that the time it takes to reach the next peak gets drawn out. People look at these charts and think we'll hit 100,000$ by next year...i think it's more like 2022 or 2023 to get to that point. If you notice the duration it took to get to each new all time high, the time period expands by 30-50% each time.

  • 1.5 years to surpass $10 - 2010-20111
  • 2.5 years to surpass $1,000 - 2011-2014
  • 4.0 years to surpass $10,000 - 2014-2018
  • HOW MANY? years to surpass $100,000 - 2018- ???

Based on the data it would have to be at least 4 years, which would be 2022. But given the trend that the timeline gets longer to grow 10x, we're looking at more like 6-8 years so 2024-2026 by the time that happens.

Ok smart people...where is my logic off?

You seem to be randomly picking dates and price points to try to tell some kind of story that you want to tell that does not seem to be based on the actual data.

But good luck staying poor if you choose to NOT invest in BTC or inadequately invest in BTC or fail/refuse to prepare yourself in more realistic kinds of ways in terms of looking at the past numbers more realistically and fairly - rather than skewing them with a kind of seemingly self-selection story.

By the way, nothing is guaranteed in bitcoin, even PlanB's stock to flow model is giving a kind of probability set that seems to suggest pretty decent chances that we get to $100k-ish or more in this particular cycle... whether it goes straight up from here in a kind of one shot that looks like 2017 and brings us to $100k plus in the upcoming year (2021) or it perhaps follows a 2013 kind of model that has two UPpity periods and a bit of a long correction in the middle or it could follow an alternative path too..

In any event, anyone invested in BTC should be prepared financially and psychologically for a variety of scenarios, including a possibility that the next UPpity cycle drags out longer and lower than previously expected or suggested by the stock to flow model.. or the other models such as the four-year fractal or the exponential s-curve adoption based on metcalfe and networking principles..... that are somewhat accounted for in the stock to flow model, too.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on November 24, 2020, 02:23:05 PM
JayJuanGee, there is no point replying you here as I went full retarded. My life is ruined, I am going to sell at the top and start afresh.
/s

I said the model would work either way so there was no reason for you to show-off.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on November 24, 2020, 06:40:37 PM
JayJuanGee, there is no point replying you here as I went full retarded. My life is ruined, I am going to sell at the top and start afresh.
/s

I said the model would work either way so there was no reason for you to show-off.

At least you admit it.. so you are stepping in the right direction.. good luck with your sale "at the top."

I am sure that you will call the top, after it had already happened, and then say that is where you sold, blah blah blah... heard it a million times (or close to a million times).

 :D :D :D :D


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: HabBear on November 24, 2020, 10:16:49 PM
If this chart is logarithmic, we need to consider that the time it takes to reach the next peak gets drawn out...

  • Dates....
Based on the data it would have to be at least 4 years, which would be 2022. But given the trend that the timeline gets longer to grow 10x, we're looking at more like 6-8 years so 2024-2026 by the time that happens.

Ok smart people...where is my logic off?

You seem to be randomly picking dates and price points to try to tell some kind of story that you want to tell that does not seem to be based on the actual data.

Looks like you're developing a reputation for developing arguments here. I'm just here for honest talk.

The dates I pulled are very intentional, their as precise as the dates used in the chart I included in the post. The dates I offer correspond with the price highs in that chart (the thick multi-colored line). People are talking about the next logarithmic peak happening very soon, I don't think it'll come that quickly. I think it'll take longer to get there than we've seen in the past...just based on the data.

Try not to lead with insults, and always be hodling.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on November 25, 2020, 01:51:44 AM
If this chart is logarithmic, we need to consider that the time it takes to reach the next peak gets drawn out...

  • Dates....
Based on the data it would have to be at least 4 years, which would be 2022. But given the trend that the timeline gets longer to grow 10x, we're looking at more like 6-8 years so 2024-2026 by the time that happens.

Ok smart people...where is my logic off?

You seem to be randomly picking dates and price points to try to tell some kind of story that you want to tell that does not seem to be based on the actual data.

Looks like you're developing a reputation for developing arguments here. I'm just here for honest talk.

What do you know, you patronizing fucktwat?

Does your kind of vague-ass purported "honest talk" ramblings make you feel MOAR better?  Lovey dovey and contributing to the bitcoin dialogue?


The dates I pulled are very intentional, their as precise as the dates used in the chart I included in the post.

Your dates are vague as fuck, and my earlier response should have already highlighted the problematic nature of the way you framed this particular matter.

The dates I offer correspond with the price highs in that chart (the thick multi-colored line).

Does someone have to hold your hand and guide you through some kind of more representative and honest presentations... look who is the argumentative fuck who fails/refuses to present honest and specific information.

People are talking about the next logarithmic peak happening very soon,

Good.  Let them talk.  There are all kinds of wrong people in this space spewing out guesses... maybe you should disclose who these supposed people are?  might be helpful, but I doubt it.. random peeps say all kinds of nonsensical shit.

I don't think it'll come that quickly.


Good look at you, the realistic contrarian.. starting to impress because you are NOT just going along with the claims of random unspecified peeps..

I am very proud of you.

I think it'll take longer to get there than we've seen in the past...just based on the data.

Get where?  Where are we trying to go?  Have you put forth a theory yet?  Last I saw was that you were asking a question about some vague dates and vague data that you set forth.  I did not know that you had a theory, too.. No wonder you were setting forth nonsense information because you were not attempting to get the facts to talk, but instead you were attempting to spout out some kind of theory that you have.  Maybe you want to explain that?  Since you like to put things out there and let them dangle.. may was well have one more vague piece of half ass theory dangling out there... would not hurt to have one more, right? What is one more lame, vague ass theory in the whole scheme of things?


Try not to lead with insults, and always be hodling.

Oh, and now you are giving advices, too.. whew.. You seem to wear many hats, especially accounting for the niceness of peeps on the interwebs.. we should all be nice to each other, right?
 Even to guys who spout out nonsense, right?  Looking good, HabBear.... Looking good.  ;)


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on November 25, 2020, 01:20:30 PM
JayJuanGee, there is no point replying you here as I went full retarded. My life is ruined, I am going to sell at the top and start afresh.
/s

I said the model would work either way so there was no reason for you to show-off.

At least you admit it.. so you are stepping in the right direction.. good luck with your sale "at the top."

I am sure that you will call the top, after it had already happened, and then say that is where you sold, blah blah blah... heard it a million times (or close to a million times).

 :D :D :D :D
You can not be serious, come on. What part of my sarcastic reply was not clear to you? I was joking, Jay.
https://i.imgur.com/MsrEcvr.jpg
Don't you see that even Donald J. Trump confirms the validity of the Stock-to-Flow Model?




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Buttermellow on November 25, 2020, 01:36:18 PM
<snip>
I got you buddy, No need to be serious at all times but it is a natural reaction of any members to comment about it. No one could tell actually on what you meant about your sarcastic posts but you had already defended it in your case with your replies.

Anyway, in my opinion selling bitcoin while knowing the OP's post on stock-flow model seeing bitcoin liquidity of bitcoin supply in the future will be go down. As it was already predicted and the ATH could attract more bitcoin investors and we do not know what will going to happen on what development of that bitcoin will make.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on November 25, 2020, 03:37:41 PM
JayJuanGee, there is no point replying you here as I went full retarded. My life is ruined, I am going to sell at the top and start afresh.
/s

I said the model would work either way so there was no reason for you to show-off.

At least you admit it.. so you are stepping in the right direction.. good luck with your sale "at the top."

I am sure that you will call the top, after it had already happened, and then say that is where you sold, blah blah blah... heard it a million times (or close to a million times).

 :D :D :D :D
You can not be serious, come on. What part of my sarcastic reply was not clear to you? I was joking, Jay.
https://i.imgur.com/MsrEcvr.jpg
Don't you see that even Donald J. Trump confirms the validity of the Stock-to-Flow Model?

Must be your way of extending an olive branch, acquafredda.   ;)

Regarding donald trump's support of stock to flow's predictive model... fuck that guy - he don't know nuttin about nuttin.. even if he may consider himself a perfect genius.

I have frequently attempted to supplement my explanation of how to explain price pressures on BTC, and surely some peeps might suggest that stock to flow is a totally comprehensive attempt to capture whatever dynamics are present to attempt to predict BTC's price direction and the pressures upon its price.  I still like to suggest that the four-year fractal model (which is merely the overlaying of previous four year patterns) and exponential s-curve adoption based on metcalfe principles and network effects also are influential to the stock to flow model in such a way that they need their own separate explanation - even though some may argue that stock to flow already captures those concepts.  I still like to present them as a threesome set of ideas... and also to say something like this: "who fucking knows what will happen, but the combination of these three BTC price prediction models give pretty decent ideas of what might happen better than any other models and better than just throwing your hands in the air or otherwise guessing."


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on November 26, 2020, 05:56:14 PM
You see it, eventually some common ground to be shared together. I will be burying the hatchet and I hope you will do that too.

After finishing the Bitcoin Standard I came to the realization that what Saifedean Ammous says about bitcoin truly supports what is going to be its deserved and inevitable success. Whatever the model, bitcoin will revolutionize the world we live in, but I agree with you that all the ones you have mentioned are certainly complementing each other.




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 17, 2020, 09:10:21 AM
New ATH, everyone get excited about that, but really nothing we all  didn't see coming:

https://talkimg.com/images/2023/05/16/blobc39717d52cd82099.png

We are pretty much in line with Stock to Flow model.
The fun has yet to come.






Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Karartma1 on December 17, 2020, 02:20:56 PM
Is that magic? It could be!
As of today that is the most accurate model one could have ever produced for bitcoin. We're set to reach the next stage which is $100k.
Look at the bitcoin shortage which is happening in every exchange. Corn hunger.
Unbelievable.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on December 17, 2020, 06:57:36 PM
Is that magic? It could be!
As of today that is the most accurate model one could have ever produced for bitcoin. We're set to reach the next stage which is $100k.
Look at the bitcoin shortage which is happening in every exchange. Corn hunger.
Unbelievable.

I definitely agree that the stock-to-flow model seems to capture a lot of the btc price dynamics, and surely no one should be leveraging out of reliance upon strict interpretations of the suggested BTC price direction from the model, but also the model should also be able to demonstrate that leverage is not even really needed to become richie as fuck - even with relatively modest amounts invested.

Surely many of us likely recognize that some people do happen to have cash flow problems, whether it is due to youth and still building their income, or due to being in a situation in which they have never really been able to build a large disposible income or maybe other cashflow situations that they had caused upon themselves by making bad bets or using debt for consumption goods rather than investments, and because of these kinds of different people, the ones who have higher cashflows and discretionary income (and value) are going to be able to profit more from likely btc price dynamics - as long as they see the value and they take some kind of meaningful stake in bitcoin even if it is ONLY 1% of their investments.

Funny that these days there are a lot of recommendations to invest way heavier in bitcoin, and usually my top end of the investment was to invest up to 10%, but I can see the justifications for investing more and just find it ironic that so many people are so much more bullish than my historical approach.. even though I still stick with a 1% to 10% investment allocation into bitcoin as my starting recommendation, but of course peeps can customize their allocation once they become more familiar with bitcoin and even are forced to really look at their own finances to figure out how much would be reasonable and/or prudent for their BTC allocation.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 18, 2020, 09:52:14 AM
Another interesting fact about S2F model: while the model seldom predicted lower values for Bitcoin, than actual market price, on the upside this has been quite conservative.

Consider this following image:

https://talkimg.com/images/2023/05/16/blob6fb827005481b6c8.png

The horizontal line is the level of 1 for the S2F multiple. What does it means?
  • A multiple =1 means that the ratio Market Price/Model price is =1: this means that model predicts the market correctly.
  • A multiple >1 means that the ratio Market Price/Model price is > 1: this means that model predicts a price below the current market price. Market is overshooting, model is cautious.
  • A multiple <1 means that the ratio Market Price/Model price is < 1: this means that model predicts a price above the current market price. Market is lagging, model is optimistic.

If we consider the orange line, the one considering the more stable 463days S2F, we see that the market overshoot the model  to 28 maximum, then 14, then 3, in the various price cycles. on the downside the model have very less explosive behaviour, and the minimum level lies at 0,49.

This means that the market never fell below of 49% of the forecasted price.

If we believe the model is reliable also on the future, then 11,000 USD is never to be seen again.


EDIT: The above post got a like from PlanB on Twitter. My life is now complete!



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: jubalix on December 18, 2020, 10:05:09 AM
Stock-to-Flow Model:


why does that sound so click baity?


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on December 19, 2020, 12:48:25 AM
Stock-to-Flow Model:


why does that sound so click baity?

Because your are likely seeing what you want to see from a likely perspective of a bitcoin denier..  or perhaps a shitcoin bagholder or perhaps a no coiner, or perhaps a fence-sitter (precoiner - better perspective).  

One or more of those are the more likely of explanations for why you came up with such nonsense superficial assessment, and seemingly not even trying to understand anything beyond some kind of superficial idea that you likely made up in your vacuous noggen.  


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 26, 2020, 03:29:39 PM
As I said on the last few weeks, new ATH are not surprises, as market has been following the S2F model quite closely.

Something new happened wit this ATH thou:

https://talkimg.com/images/2023/05/16/blobead611d5a187de58.png

New ATH is slightly higher than model price!

https://talkimg.com/images/2023/05/16/blob1411e35e8589cac7.png

The S2F multiplier >1 means that the market is actually higher than S2F model!


This is not to be considered a trading indicator: even if we are quite behind in the halving cycle, I think we will see higher S2F multiplier levels, but  this do not imply an immediate correction!


EDIT:
Actually @PlanB tweeted the same observation!

Quote

#bitcoin BTCprice $25.3K above S2F model value $24.9K
real time S2F charts: https://digitalik.net/btc/
https://pbs.twimg.com/media/EqLCIEvXcAEzZ4F.jpg
https://twitter.com/100trillionUSD/status/1342849642531328001?s=20



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on December 31, 2020, 11:18:31 AM
@100TrilllionsUSD celebrates the 2020 with the following tweet:

https://talkimg.com/images/2023/05/16/blob36735723bb41cac0.png

https://pbs.twimg.com/media/Eqj20KXXEAAudt4.jpg
https://twitter.com/100trillionUSD/status/1344600849243320320?s=20

This tweet references to the Stock to Flow Cross Assets model, where PlanB describes various assets acting as a Store of Value all lying on the same S2F straight line. As Bitcoin is becoming scarcer and scarcer it's moving up on the line.













Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: casperBGD on January 11, 2021, 12:50:05 PM
https://medium.com/coinmonks/a-little-math-and-a-bitcoin-forecast-bcaddc17d252

here is a good analysis by Pisu on medium, that is proving S2F theory, and provides additional analysis regarding growth, taking in account actual data, and current S2F formula provided by PlanB

I will attach two graphs from the article, first one is analysis of growth phases from last halving cycle (2013-2017) and this one (2018-2021), where one can see how this curves are similar and growth is related to exponential curve (linear on logarithmic graph), until the halving, and the double-exponential after the halving, since both increased demand and decreased supply are taken into account and the actual BTC price is following the curve, with some exceptions, that could be seen as small bubbles during the road (we are actually in one of them, judged by the graph)

and here is a second one, where updated S2F formula graph is compared to actual data and @pisu666 graph, and one can see that actual target for 2021 is a little lower than $288k, but much similar to it

according to article and financial theory, each double-exponential growth is seen as a bubble, but BTC will get to those heights again in next halving cycle, due to constant exponential growth

interesting article, but certainly not financial advise, what is your take on this @fillippone


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on January 11, 2021, 01:27:41 PM
https://medium.com/coinmonks/a-little-math-and-a-bitcoin-forecast-bcaddc17d252

<>
interesting article, but certainly not financial advise, what is your take on this @fillippone
Im highly sceptical on this article.
The real big difference between this article and the stock to flow is the fact that stock to flow has been able to reliably forecast bitcoin prices since 2012(before the first halving), while this model has been back tested on data, but dont provide any rationale with actual prices on why price should follow an exponential curve.
So, nice read, but I fail to understand: looks like a good fit, but why should it hold in the future?


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: casperBGD on January 11, 2021, 02:18:52 PM
https://medium.com/coinmonks/a-little-math-and-a-bitcoin-forecast-bcaddc17d252

<>
interesting article, but certainly not financial advise, what is your take on this @fillippone
~snip
but I fail to understand: looks like a good fit, but why should it hold in the future?


does not have to hold in the future, as any other calculation for price or a model, just like PlanB did not have to, when published, but seems to be holding up to this moment, and parameters are adjusted during time to reflect actual price change, but formula is good for now

thank you for opinion, it is good to have some reflection on each read, for a better understanding of what is happening on the market


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on January 15, 2021, 12:33:09 PM
PlanB has been interviewed for the fifth time by Stephan Livera!


Quote
LP243
@100trillionUSD
 Demand for #Bitcoin


 will skyrocket

PlanB and I chat:
- How S2F and S2FX models are going
- HODL waves
- Bitcoin cycles and thoughts on final cycle
- Inflation and negative rates
- Cash and carry trade

Subscribe and share!

https://stephanlivera.com/episode/243/
https://twitter.com/stephanlivera/status/1350046657090523136?s=20

https://pbs.twimg.com/media/ErxT2wOVQAIHsFw.jpg



What they talked about on this podcast:

Quote
Bitcoin price has been rising and some argue that it is tracking along with the S2F model! Others argue that this is statistically invalid. PlanB, pseudonymous analyst and creator of the S2F and S2FX models rejoins me on the show to talk:

  • S2F and S2FX vs recent market action
  • Critiques and spurious correlations
  • Comparison with past cycles
  • PlanBs thoughts on whether this is the final cycle
  • Macro factors Tether
  • Negative rates
  • Cash and carry trade

You can listen to the podcast clicking here (https://stephanlivera.com/episode/243/)


Previous Stephan Livera podcasts with PlanB

Quote
  • SLP67 Plan B (@100trillionUSD) Modelling Bitcoins digital scarcity through stock-to-flow techniques
  • SLP86 PlanB Frontrunning the Bitcoin Halvening?
  • SLP122 PlanB Responses to the S2F model
  • SLP171 PlanB & Saifedean Ammous Bitcoin S2FX, S2F, and Evolution From Collectible to Financial Asset




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on January 15, 2021, 03:42:49 PM
PlanB has been interviewed for the fifth time by Stephan Livera!


Quote
LP243
@100trillionUSD
 Demand for #Bitcoin


 will skyrocket

PlanB and I chat:
- How S2F and S2FX models are going
- HODL waves
- Bitcoin cycles and thoughts on final cycle
- Inflation and negative rates
- Cash and carry trade

Subscribe and share!

https://stephanlivera.com/episode/243/
https://twitter.com/stephanlivera/status/1350046657090523136?s=20

https://pbs.twimg.com/media/ErxT2wOVQAIHsFw.jpg



What they talked about on this podcast:

Quote
Bitcoin price has been rising and some argue that it is tracking along with the S2F model! Others argue that this is statistically invalid. PlanB, pseudonymous analyst and creator of the S2F and S2FX models rejoins me on the show to talk:

  • S2F and S2FX vs recent market action
  • Critiques and spurious correlations
  • Comparison with past cycles
  • PlanBs thoughts on whether this is the final cycle
  • Macro factors Tether
  • Negative rates
  • Cash and carry trade

You can listen to the podcast clicking here (https://stephanlivera.com/episode/243/)


Previous Stephan Livera podcasts with PlanB

Quote
  • SLP67 Plan B (@100trillionUSD) Modelling Bitcoins digital scarcity through stock-to-flow techniques
  • SLP86 PlanB Frontrunning the Bitcoin Halvening?
  • SLP122 PlanB Responses to the S2F model
  • SLP171 PlanB & Saifedean Ammous Bitcoin S2FX, S2F, and Evolution From Collectible to Financial Asset
Not only are the Italians passionate, they are also quick... (hopefully not too quick or many of their ladies will be disappointed)

Sure enough, I looked at my podcast feed, and I saw the header of the PlanB as SLP's guest.  I will listen to that interview later today and see if I have any comments to add here...  I will say that I have heard PlanB's previous interviews on SLP (probably all the previous ones - even though I would probably learn a lot by listening again.. but there are only so many hours in a day)...  

Edit:  I listened to the one hour long podcast interview, and besides the topics listed above largely I would conclude that PlanB was reiterating that the stock to flow model is largely on track and maybe a bit above expected performance at the time of the interview, but not out of line with how any model may well have deviations from the mathematical expectations.  It might well be noted that he believes that both his model and BTC price performance is providing a decent amount of evidence that the increasing cycle theory is bullshit (hahahahahaha.. he did not use the word bullshit, but still)..    Also the priced-in theory as a frequent S2F model criticism seems to ongoingly undermined by BTC price performance ongoingly correlating with the stock to flow model rather than nonsensical priced-in baloney (again, PlanB did not phrase it like that, exactly.. he was more diplomatic than me).


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 05, 2021, 12:00:19 PM
Interesting tweet by Plan B.
He superimpose fractals, with two different versions of his model:


https://talkimg.com/images/2023/05/16/blob765adbffd28139fe.png (https://twitter.com/100trillionUSD/status/1357638054815621122?s=20)

https://pbs.twimg.com/media/EtdKqTDXEAEeCDI.png (https://pbs.twimg.com/media/EtdKqTDXEAEeCDI.png)

In any case, interesting times ahead.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: mk4 on February 10, 2021, 04:45:07 AM
Pre-halving, I was a huge skeptic of this model, but right now I'm in total awe that the model is currently actually accurate as hell. The model is literally being followed like clockwork.

What I'm not sure, is if the model is just really really accurate, or if at this point it's just ended up being a self-fulfilling prophecy. That, and up to what point will the model actually be followed. Because at some point in the future, I expect the model to be invalidated. Regardless if it goes far higher or far lower than the model expects.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on February 10, 2021, 02:11:54 PM
Pre-halving, I was a huge skeptic of this model, but right now I'm in total awe that the model is currently actually accurate as hell. The model is literally being followed like clockwork.

What I'm not sure, is if the model is just really really accurate, or if at this point it's just ended up being a self-fulfilling prophecy. That, and up to what point will the model actually be followed. Because at some point in the future, I expect the model to be invalidated. Regardless if it goes far higher or far lower than the model expects.

I believe the model will be accurate as it is based on supply / demand, stock to flow ... how many coins are being mined, how many are available. It's a broad general model that constantly gets adjusted of course, it is not static.

So it will get updated every halving, which is every 4 years. Beyond that time frame, no one's predictions are really accurate.

The so called "end game" implies an absurd number for many people of at least 10 million to 50 million to 100 million USD, but that is very far away, likely several decades from now.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 15, 2021, 10:38:34 PM
@PlanB updated onte of the most bullish chart, and the one I like the most!

Quote

https://twitter.com/100trillionusd/status/1361276566756540416?s=21

This is one of the most intriguing S2F graph, because, as we already commented, means BTC is actually gaining when measured against the most resilient SoV: Gold.

This means that Bitcoin is finally becoming a viable Store of Value and is taking premium from Gold,

PlanB further details on the matter answereing in the comment:


Quote

So what do you think: will Btc and Gold find a balance in the end while both have similarities on usage?

Quote

I don't know. Either it will be a winner takes all thing, and btc takes out gold's monetary premium (and gold stock will go down). Or gold and btc will exist together, one as a physical sov and the other as digital sov. time will tell

I tend to agree with the first hypothesis. And I am rooting for Bitcoin sucking up all the store of value functions from less than optional other SOV, sending them back to their industrial value...



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on February 17, 2021, 01:57:12 AM
Gold will remain as scarce jewelry, although I personally like silver / platinum better. I actually prefer either stainless steel or tungsten because they are so physical and will endure, not melt under high temperatures.

In audiophille hi-fi systems, silver conducts better than gold, so there are silver interconnects. I honestly can't tell the difference and copper is good enough for me, as my source audio is digital anyways.

Maybe in 100 years, the only SOV left will be digital ones, mostly BTC, as they can be made "physical" in the form of paper wallets, or collectible coins, or open dimes, or steel stamped private keys or something such.

Once we start going out to space, mars, the moon, anywhere, all these precious metals will just be another element in the periodic table and not be rare enough. They will be useful and have function and value, but they will be everywhere.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 17, 2021, 10:52:34 PM
Gold will remain as scarce jewelry, although I personally like silver / platinum better. I actually prefer either stainless steel or tungsten because they are so physical and will endure, not melt under high temperatures.

In audiophille hi-fi systems, silver conducts better than gold, so there are silver interconnects. I honestly can't tell the difference and copper is good enough for me, as my source audio is digital anyways.

Maybe in 100 years, the only SOV left will be digital ones, mostly BTC, as they can be made "physical" in the form of paper wallets, or collectible coins, or open dimes, or steel stamped private keys or something such.

Once we start going out to space, mars, the moon, anywhere, all these precious metals will just be another element in the periodic table and not be rare enough. They will be useful and have function and value, but they will be everywhere.

This is why Bitcoin is immensely more precious than Gold: its scarcity is based on cryptographically secured math, not on the randomness in finding a nuggets in this or any other planets.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: AndySt on February 17, 2021, 11:07:35 PM
Once we start going out to space, mars, the moon, anywhere, all these precious metals will just be another element in the periodic table and not be rare enough. They will be useful and have function and value, but they will be everywhere.
All this will take a certain amount of time and we will not forget about such a concept as economic feasibility. Also, rarity is a relative concept and for the future bred population of the current precious metals may also be few or other metals will be used as precious metals. For example, now palladium is more expensive than gold, and before that, platinum was in a similar role, although of course gold is in a special position due to historical reasons.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Dabs on February 18, 2021, 06:03:57 PM
Here is the thing: if the price of gold goes up, what happens? The gold miners become more effective and mine more gold.

If the price of bitcoin goes up? The bitcoin miners still mine whatever is the limit based on the difficulty. It's still only one block per 10 minutes. And we will never have more than 21 million.

The 14th halving will happen sometime near 2064. The block reward will be 0.003 BTC. By the next halving after that, there will be only 20,999,359 bitcoins.

Some of us may still be alive to see that year.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on February 18, 2021, 06:41:58 PM
Here is the thing: if the price of gold goes up, what happens? The gold miners become more effective and mine more gold.

If the price of bitcoin goes up? The bitcoin miners still mine whatever is the limit based on the difficulty. It's still only one block per 10 minutes. And we will never have more than 21 million.

The 14th halving will happen sometime near 2064. The block reward will be 0.003 BTC. By the next halving after that, there will be only 20,999,359 bitcoins.

Some of us may still be alive to see that year.
Not considering the fact that new gold mines could be discovered anytime or, if that crazy Elon starts searching the space, a huge space gold rush could well start.
Yes, with bitcoin that is out of option: we cannot have more than actually designed by the protocol.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 19, 2021, 06:00:14 PM
Today Bitcoin surpassed, for the first time in history, a market capitalisation of 1 Trillion of dollars:

This is not a finish line, but a good start for the next target: Gold Parity.

Quote
Straight line up to $1trillion market cap! #bitcoinBTC

going for gold next ($10T)

https://pbs.twimg.com/media/EuarlmsWQAA0r99.png
https://twitter.com/100trillionUSD/status/1361965084831064064

This graph is from the Xasset Model, where PlanB shows different asset classes, with different S2F lays on the same straight line.
Bitcoin, whose S2F is slowly moving to higher and higher levels, is moving across the line.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Poker Player on February 19, 2021, 06:27:10 PM
Today Bitcoin surpassed, for the first time in history, a market capitalisation of 1 Trillion of dollars:

This is not a finish line, but a good start for the next target: Gold Parity.

Quote
Straight line up to $1trillion market cap! #bitcoinBTC

going for gold next ($10T)

https://pbs.twimg.com/media/EuarlmsWQAA0r99.png
https://twitter.com/100trillionUSD/status/1361965084831064064

This graph is from the Xasset Model, where PlanB shows different asset classes, with different S2F lays on the same straight line.
Bitcoin, whose S2F is slowly moving to higher and higher levels, is moving across the line.


Hey, am I reading that graph incorrectly? The way I see it, according to the graph we should have passed the silver market cap but in reality we haven't done so yet. We are approximately $0.5T short.

I don't know if I'm wrong or that chart has old data not updated.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 19, 2021, 10:59:27 PM

Hey, am I reading that graph incorrectly? The way I see it, according to the graph we should have passed the silver market cap but in reality we haven't done so yet. We are approximately $0.5T short.

I don't know if I'm wrong or that chart has old data not updated.

According to his article:

https://medium.com/@100trillionUSD/bitcoin-stock-to-flow-cross-asset-model-50d260feed12


Quote
5. Silver S2F 33.3 (900,000/27,000 tonnes) and market value $561B

The original link in the paper is broken, but you can check it here:
https://www.cpmgroup.com/how-much-silver-is-above-ground/

So your sources are probably different from his.




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Poker Player on February 20, 2021, 04:19:14 AM
So your sources are probably different from his.

Hey, no. As I was thinking, that article is from back in April. Since then Silver Market Cap has more than doubled.

https://companiesmarketcap.com/silver/marketcap/

"Silver's Market Cap

Estimated Market Cap: $1.496 T

The Market Capitalization of Silver is currently arround $1.496 T.

This value was obtained by multiplying the current silver price ($27.37 per once) with the amount of silver that is estimated to have been mined so far.
"

A good website to follow Bitcoin market cap vs other assets is:

https://companiesmarketcap.com/assets-by-market-cap/

https://i.postimg.cc/3NYCHcjS/companies-market-cap-20022021.jpg (https://postimg.cc/ygpSmnbc)

As you can see we aren't there yet but I don't think it will take too long with the current trend.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 20, 2021, 07:24:18 AM
Very good point.
In addition, the source of the website you suggested, is the same PlanB used in his article, so market cap is directly transferable into his model.

On the big picture anyway anything changes, but I reckon all the dots should move also.

I will try to tweet him. Lets see what happens.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on February 20, 2021, 05:32:29 PM
Today Bitcoin surpassed, for the first time in history, a market capitalisation of 1 Trillion of dollars:

This is not a finish line, but a good start for the next target: Gold Parity.

Quote
Straight line up to $1trillion market cap! #bitcoinBTC

going for gold next ($10T)

https://pbs.twimg.com/media/EuarlmsWQAA0r99.png
https://twitter.com/100trillionUSD/status/1361965084831064064

This graph is from the Xasset Model, where PlanB shows different asset classes, with different S2F lays on the same straight line.
Bitcoin, whose S2F is slowly moving to higher and higher levels, is moving across the line.


That is great news with only one caveat dear filli! Gold parity not referring to price please!!! ;D In terms of capitalization we will get there in around 10 years at this pace.
If the institutionals are followed by smart retailers we can get there very easily, not mentioning that many gold bugs could convert to crypto some % of their holdings.
It is doable.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 20, 2021, 06:07:37 PM

That is great news with only one caveat dear filli! Gold parity not referring to price please!!!

When I say gold parity I am thinking about t market capitalisation. As we now are at 1Trln while gold is at 11 Trln, then I am saying that in order to achieve this price must improve tenfold (neglecting the effect of newly mined coins).
So, in this sense also price is involved.
Hope it clarifies, @acquafredda.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on February 21, 2021, 05:28:37 PM

That is great news with only one caveat dear filli! Gold parity not referring to price please!!!

When I say gold parity I am thinking about t market capitalisation. As we now are at 1Trln while gold is at 11 Trln, then I am saying that in order to achieve this price must improve tenfold (neglecting the effect of newly mined coins).
So, in this sense also price is involved.
Hope it clarifies, @acquafredda.
Yeah, I know what you were referring to, sometimes I like to make stupid jokes  ;D
By the way, I found the pinned message of Digitalik.net https://twitter.com/digitalikNet/status/1210251305568161794 and I fail to get why it says it predicted 90k in 2020.
Was the model changed at some point? It looks different now, have I missed something.
I know these are only predictions but I want to understand the logic behind (see image below)
https://pbs.twimg.com/media/EMutJPRX0AEcsM5?format=jpg&name=4096x4096


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 22, 2021, 02:17:38 PM

I know these are only predictions but I want to understand the logic behind (see image below)
https://pbs.twimg.com/media/EMutJPRX0AEcsM5?format=jpg&name=4096x4096

I think they are referring to the 10 days lag model.
Of course, imagining the price adjusting for the new S2F in 10 days only, I think is a little bit optimistic. So better to consider the slower 463 days (updated from the 365 days on the graph).

Anyway, yes, bear in mind that picking too old messages can get you on different versions of this model.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on February 22, 2021, 05:04:43 PM
I feel kind of tricked now ::) I supposed the model was consistent all along... or maybe I failed to get its logic in the first place (which is also absolutely possible).
Thanks for the clarification as I could not understand how to relate those two graphs into the same context.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on March 03, 2021, 11:12:57 AM
PlanB is taking pride in his model working flawlessy month after month.



https://talkimg.com/images/2023/05/16/blobb7a781f2c63ca1d8.png (https://twitter.com/100trillionUSD/status/1367065337246715904?s=20)
https://twitter.com/100trillionUSD/status/1367065337246715904?s=20

The blue dots were known at the time of publishing his first article
The red dots came after it.
The model is confirmed working.
No big surprises here as the model has been working since 2011, well before the first halving.





Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: wack slacker on March 03, 2021, 03:34:35 PM
Bitcoin's Stock-to-FLow model is awesome and it's being used very well by Sushi. There is less Sushi in exchanges over time because they have stakes in liquidity pools. Bitcoin's deflationary model has brought success to Bitcoin as its value continues to increase over time.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on March 03, 2021, 05:54:51 PM
PlanB is taking pride in his model working flawlessy month after month.

The blue dots were known at the time of publishing his first article
The red dots came after it.
The model is confirmed working.
No big surprises here as the model has been working since 2011, well before the first halving.

He can that all that he wants for what it is worth. If PlanB continues to work and follow the model as intended who are we not to pay tribute to the 100trillionUSD man?
My only concern, I have expressed earlier on, still haunts me a bit but I guess I am overthinking it too much.
Keep calm and carry on.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on March 03, 2021, 05:56:11 PM
Bitcoin's Stock-to-FLow model is awesome and it's being used very well by Sushi. There is less Sushi in exchanges over time because they have stakes in liquidity pools. Bitcoin's deflationary model has brought success to Bitcoin as its value continues to increase over time.

Nah, as I stated in OP this model do not apply to shit coins (or shit tokens).
Sushi being taken off the exchanges has nothing to do with scarcity. It might be about demand and supply, but this doesn't mean sushi is scarce at all.  So I can't even understand why it is relevant here.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: wack slacker on March 07, 2021, 02:44:18 PM
Bitcoin's Stock-to-FLow model is awesome and it's being used very well by Sushi. There is less Sushi in exchanges over time because they have stakes in liquidity pools. Bitcoin's deflationary model has brought success to Bitcoin as its value continues to increase over time.

Nah, as I stated in OP this model do not apply to shit coins (or shit tokens).
Sushi being taken off the exchanges has nothing to do with scarcity. It might be about demand and supply, but this doesn't mean sushi is scarce at all.  So I can't even understand why it is relevant here.

I think that mining happens because of demand and whether or not any altcoin with a deflation pattern will increase in value.
Sushi is a token but it is mined through being taken out of exchanges and locked to continue making Sushi. Sushi mining becomes more difficult because its algorithm reduces the amount of Sushi tokens generated over time.

The value of Bitcoin, gold or silver increases as they are stored and taken out of exchanges.  So I don't think it makes any difference in terms of how scarcity is created.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on March 07, 2021, 02:49:03 PM
Bitcoin's Stock-to-FLow model is awesome and it's being used very well by Sushi. There is less Sushi in exchanges over time because they have stakes in liquidity pools. Bitcoin's deflationary model has brought success to Bitcoin as its value continues to increase over time.

Nah, as I stated in OP this model do not apply to shit coins (or shit tokens).
Sushi being taken off the exchanges has nothing to do with scarcity. It might be about demand and supply, but this doesn't mean sushi is scarce at all.  So I can't even understand why it is relevant here.

I think that mining happens because of demand and whether or not any altcoin with a deflation pattern will increase in value.
Sushi is a token but it is mined through being taken out of exchanges and locked to continue making Sushi. Sushi mining becomes more difficult because its algorithm reduces the amount of Sushi tokens generated over time.

The value of Bitcoin, gold or silver increases as they are stored and taken out of exchanges.  So I don't think it makes any difference in terms of how scarcity is created.

Indeed there is difference.
Diamonds are not scarce, their scarcity is artificial, as the only provider is hoarding all of them in their caveaux.
This is artificial scarcity, as supply is constrained artificially.
This could well be reversed at once, if De Beers change their mind.
Bitcoin scarcity is coded in the algorithm, and secured by network nodes.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on March 07, 2021, 03:05:04 PM
Bitcoin's Stock-to-FLow model is awesome and it's being used very well by Sushi. There is less Sushi in exchanges over time because they have stakes in liquidity pools. Bitcoin's deflationary model has brought success to Bitcoin as its value continues to increase over time.

Nah, as I stated in OP this model do not apply to shit coins (or shit tokens).
Sushi being taken off the exchanges has nothing to do with scarcity. It might be about demand and supply, but this doesn't mean sushi is scarce at all.  So I can't even understand why it is relevant here.

It is important to note, from time to time, that a variety of shitcoins, whether we are referring to sushi or some of piece of crap scam project, may well engage in a variety of tactics to attempt to imitate bitcoin and some of its features, and part of their appeal for some folks is that they are not able to determine the various differences between shitcoin 1, shitcoin 2, shitcoin 3 and bitcoin, so really those various shitcoins deserve to be analyzed in some other thread, and sure they might try to apply stock to flow modelling and a variety of factors, and perhaps in the end there might be some shitcoins that might stand up to scrutiny, including live tests with the passage of time (though I doubt it), and in the end, likely ONLY one or two differences or even testing out how the various shitcoins play out with a bit of load upon them in the real world will end up showing that they are lacking, whether it is scaling, or lack of transparency, or lacking in various kinds of network effects such as distributed mining or distributed development or liquidation avenues.. ...so fuck the premature (misleading) attempts at trying to draw parallels between various shitcoins and bitcoin in these kinds of threads, and take those analysis attempts, to the extent that they are genuine at all, and play them out for a year or two (minimum) and then maybe at some point, there could (perhaps?  I doubt it) be some abilities to hold them up to some of the bitcoin features, characteristics, built -n incentives and/or price dynamics.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Karartma1 on March 18, 2021, 02:13:26 PM
Bitcoins stock-to-flow ratio increased drastically in May 2020 - after the last halving. By contrast, golds stock-to-flow ratio was only insignificantly higher last May. If the May 2020 stock-to-flow ratio for Bitcoin was factored correctly into the model, a vertiginous price of $90K is yet to be explored.
Hold on.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 12, 2021, 11:20:25 PM
A good model is one that is capable to forecast the future.
Well, according to this tweet of PlanB, S2F is one of those models, as the "out of sample" points, or the points NOT used to calibrate the model, are well forecasted by the "in sample" points

https://talkimg.com/images/2023/05/16/blobc57d8b15cfa507bf.png
https://twitter.com/100trillionUSD/status/1380456734725173248?s=20

The blue dots are the monthly data used to calibrate the model. The red ones are the ones realised after the original model has been published.
They follow the model white line like a clockwork!



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Rikafip on April 24, 2021, 09:35:07 AM

The blue dots are the monthly data used to calibrate the model. The red ones are the ones realised after the original model has been published.
They follow the model white line like a clockwork!

First time I read your topic about PlanB and stock-to-flow, I really though it's way too optimistic (I am usually a bit cautious about BTC predictions, some would say even too much) but looking it at the current situation where market  follows it, gets me really excited. Even I started thinking that $1 million by 2025 is possible.

Anyway, just saw a PlanB tweet where he is even relieved by this last correction. Looks like BTC pumping the eay it did so far was too much even for him :D

https://i.postimg.cc/t46hKjqL/ss2.png
https://twitter.com/100trillionUSD/status/1385496730200907776




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on April 24, 2021, 05:35:36 PM

The blue dots are the monthly data used to calibrate the model. The red ones are the ones realised after the original model has been published.
They follow the model white line like a clockwork!

First time I read your topic about PlanB and stock-to-flow, I really though it's way too optimistic (I am usually a bit cautious about BTC predictions, some would say even too much) but looking it at the current situation where market  follows it, gets me really excited. Even I started thinking that $1 million by 2025 is possible.

Anyway, just saw a PlanB tweet where he is even relieved by this last correction. Looks like BTC pumping the eay it did so far was too much even for him :D

https://i.postimg.cc/t46hKjqL/ss2.png
https://twitter.com/100trillionUSD/status/1385496730200907776

Frequently, I have stated that the considerations of the stock to flow model need to try to retain a decent amount of flexibility in terms of how much BTC's actual price performance needs to be allowed to deviate from the predictions and still be allowed to have predictive value because the model surely seems to be striving to achieve predictions based on data (data-driven)..

So, sometimes it seems that even PlanB communicates in ways that are too locked in and seems to get caught up on what the model had previously stated rather than whether there might be deviations from the model that would justify tweaking it and continuing to allow it to be data driven and merely a guide rather than some kind of sorcery.. which I get a bit hostile when anyone is trying to be a sorcerer or to suggest that some model that they have retains some level of sorcery status.. even though we certainly can recognize that some models are much better than others, and the stock to flow model does seem to be amongst the best (currently and based on current data that we have).


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: LUCKMCFLY on April 24, 2021, 08:37:43 PM
One of the things that I like the most about the S2F model is that it has the answers to everything, for now the market is going through a correction, some think that it can reach almost 35% of the correction, so far it is 25%, But one of the last publications that I have read, for this 2021 there is still more to go in a bullish sense:

This Was Not the Top of Bitcoins 2021 Bull Run, According to PlanB

https://i.imgur.com/7Vsjbz0.png

Quote
As PlanBs graph above indicates, the cryptocurrency had experienced similar steep price corrections during its previous two major bull cycles in 2013 (after the first halving) and 2017 (after the second). In fact, both transpired approximately at the same time during the run as the current one, which he classified as the mid-way dip.
Source: https://cryptopotato.com/this-was-not-the-top-of-bitcoins-2021-bull-run-according-to-planb/ (https://cryptopotato.com/this-was-not-the-top-of-bitcoins-2021-bull-run-according-to-planb/)

The best thing about all this is that it is very possible to see the price of Bitcoin at $ 288k, everything points to it.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Stedsm on April 24, 2021, 08:49:24 PM
I don't believe in his S2F model TBVH but yeah, I can say that it's quite impressive here to see so many charts about the same and like LUCKMCFLY said, S2F has answers to almost everything but not the worst possibilities that may take place once the need of humans arise after a steep rise in inflation that's definitely going to take place considering the current amount of deaths taking place and evolving Coronavirus and its increasing number globally. This is such naturally (dead yet) powerful thing that can't be ignored and for the same, people will definitely want money to survive and for that, they'll try to FOMO sell after seeing a 27% dump in a day. I'm not bearish on BTC, but everyone here forgot a fact that BTC has gone dead a lot of times and it can again die till an area nobody would have thought of, before rising up again as a new Dawn. At that time, this S2F model will become valid again but I believe that things are going to change this time.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on April 25, 2021, 04:40:24 AM
I don't believe in his S2F model TBVH but yeah, I can say that it's quite impressive here to see so many charts about the same and like LUCKMCFLY said, S2F has answers to almost everything but not the worst possibilities that may take place once the need of humans arise after a steep rise in inflation that's definitely going to take place considering the current amount of deaths taking place and evolving Coronavirus and its increasing number globally. This is such naturally (dead yet) powerful thing that can't be ignored and for the same, people will definitely want money to survive and for that, they'll try to FOMO sell after seeing a 27% dump in a day. I'm not bearish on BTC, but everyone here forgot a fact that BTC has gone dead a lot of times and it can again die till an area nobody would have thought of, before rising up again as a new Dawn. At that time, this S2F model will become valid again but I believe that things are going to change this time.

You mentioned several macro factors, current events and even public sentiment, but one of the aspects of stock to flow remains that it is NOT really accounting for the various factors that you mentioned, including that some peeps have criticized stock to flow by asserting that it fails to account for a variety of factors, including demand.. and it kind presumes steady demand.   I think that in the end, stock to flow is going to prove correct because it seems to largely be identifying the most important factors of bitcoin that likely drive bitcoin's ongoing price appreciation and dynamics and kind of shows why the honey badger does not seem to give a damn - meaning it does what it does in spite of a lot of factors that people try to measure and who either fail/refuse to account for factors that stock to flow emphasizes and largely seem to be what is actually driving bitcoin's price.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 25, 2021, 09:37:25 AM
I don't believe in his S2F model TBVH but yeah, I can say that it's quite impressive here to see so many charts about the same and like LUCKMCFLY said, S2F has answers to almost everything but not the worst possibilities that may take place once the need of humans arise after a steep rise in inflation that's definitely going to take place considering the current amount of deaths taking place and evolving Coronavirus and its increasing number globally. This is such naturally (dead yet) powerful thing that can't be ignored and for the same, people will definitely want money to survive and for that, they'll try to FOMO sell after seeing a 27% dump in a day. I'm not bearish on BTC, but everyone here forgot a fact that BTC has gone dead a lot of times and it can again die till an area nobody would have thought of, before rising up again as a new Dawn. At that time, this S2F model will become valid again but I believe that things are going to change this time.

You mentioned several macro factors, current events and even public sentiment, but one of the aspects of stock to flow remains that it is NOT really accounting for the various factors that you mentioned, including that some peeps have criticized stock to flow by asserting that it fails to account for a variety of factors, including demand.. and it kind presumes steady demand.   I think that in the end, stock to flow is going to prove correct because it seems to largely be identifying the most important factors of bitcoin that likely drive bitcoin's ongoing price appreciation and dynamics and kind of shows why the honey badger does not seem to give a damn - meaning it does what it does in spite of a lot of factors that people try to measure and who either fail/refuse to account for factors that stock to flow emphasizes and largely seem to be what is actually driving bitcoin's price.

The correlation coefficient of the S2F model with underlying bitcoin price is north of 95%.
This means that every other factor influencing bitcoin has the power of explaining the residual 5%.
So you surely can adapt the model to take into account demand, mining hash power, institutional adoption, UTXO chain analysis, CSW claims, but all those factors, that are extremely difficult to factor in a model, would add only a tiny fraction of explaining power.

In addition remember that factors that could affect the price,m right not be taken into account on a model. Take the Black and Scholes model, where demand is not taken into account to determine the price of a derivative.






Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: franky1 on April 25, 2021, 09:54:56 AM
i find it real funny

most of the math that make up 'stock to flow' metric is averaging a yearly price. .. of averaging a 10 day price
so when seeing the yearly average price line and then saying 'oh look there is a relationship to daily price'... OF COURSE THERE IS
the average is definitely going to be within a 5% deviation.. because the price is only on average 10% volatile (5%up or 5% down)


stock to flow is not predicting anything. its just reformatting a price into a new line thats not the daily price but an averaged price.. so yes ofcourse the line would be within limits of the daily price

if you use a true coin generation/circulation metric. that does not include a price average or any math including the price.. and then set that against the price.. then you wont see the same pattern or correlation

the reason for the S2F correlation vs daily price has nothing to do with coin generation/circulation amounts. and everything to do with the 'average price' math they added into the metric


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: FIFA worldcup on April 25, 2021, 10:48:09 AM
i find it real funny

most of the math that make up 'stock to flow' metric is averaging a yearly price. .. of averaging a 10 day price
so when seeing the yearly average price line and then saying 'oh look there is a relationship to daily price'... OF COURSE THERE IS
the average is definitely going to be within a 5% deviation.. because the price is only on average 10% volatile (5%up or 5% down)


stock to flow is not predicting anything. its just reformatting a price into a new line thats not the daily price but an averaged price.. so yes ofcourse the line would be within limits of the daily price

if you use a true coin generation/circulation metric. that does not include a price average or any math including the price.. and then set that against the price.. then you wont see the same pattern or correlation

the reason for the S2F correlation vs daily price has nothing to do with coin generation/circulation amounts. and everything to do with the 'average price' math they added into the metric


Also i think that bitcoin does not fit in stock to flow model. Although Stock-to-Flow Model is applied on assets which have scarcity but i don't think bitcoin could follow this model because it is different in nature and also the demand of bitcoin is way too high. Bitcoin will rise much higher as predicted by S2F model.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on April 25, 2021, 05:41:21 PM
i find it real funny

most of the math that make up 'stock to flow' metric is averaging a yearly price. .. of averaging a 10 day price
so when seeing the yearly average price line and then saying 'oh look there is a relationship to daily price'... OF COURSE THERE IS
the average is definitely going to be within a 5% deviation.. because the price is only on average 10% volatile (5%up or 5% down)


stock to flow is not predicting anything. its just reformatting a price into a new line thats not the daily price but an averaged price.. so yes ofcourse the line would be within limits of the daily price

if you use a true coin generation/circulation metric. that does not include a price average or any math including the price.. and then set that against the price.. then you wont see the same pattern or correlation

the reason for the S2F correlation vs daily price has nothing to do with coin generation/circulation amounts. and everything to do with the 'average price' math they added into the metric

Also i think that bitcoin does not fit in stock to flow model. Although Stock-to-Flow Model is applied on assets which have scarcity but i don't think bitcoin could follow this model because it is different in nature and also the demand of bitcoin is way too high. Bitcoin will rise much higher as predicted by S2F model.

Maybe I am understanding the matter erroneously, but if there is a suggestion that demand is meant to be held constant in the Stock to Flow Model because demand is a kind of "unknown" as compared to the other factors that are accounted, but if the demand ends up being much greater than the constant rate that the model assumes, then the model ends up considerably undershooting expectations.

And yeah of course, I appreciate the assertion that was made by fillippone in regards to all of the other factors ONLY adding up to less than 5% explanatory value but if the demand constant is actually more wrong in the future than it had been in the past, then the explanatory aspect of the demand value or even the whole model ends up becoming less than 95% because it failed to adequately account for a value that ends up changing in the future.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 26, 2021, 07:59:00 AM
Stock to Flow lands on the most nichilist, turbocapitalist website of the street: ZeroHedge


What Is The Stock-To-Flow Model And Why Do So Many Swear by It? (https://www.zerohedge.com/crypto/what-stock-flow-model-and-why-do-so-many-swear-it)


Quote

Proponents of Bitcoin's stock-to-flow model say it's an indicator of massive value in the future. Others say it's little more than pie-in-the-sky.

ZH relaunched a Decrypt.co article (https://decrypt.co/68847/what-is-the-stock-to-flow-model-and-why-do-so-many-swear-by-it), illustrating the basics of the Model.
Nothing new for the avid reader of this thread, but obviously a step forward in educating people on the value proposition of bitcoin.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Karartma1 on April 26, 2021, 03:57:54 PM
S2F needs this kind of exposure and apart form the modeling itself, it could easily become a self-fulfilling prophecy. Right now, S2F's been moving like a clockwork machine. If you zoom out the chart you can see how the price bounced on the Stock/Flow Light Blue line.

 


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 29, 2021, 12:46:49 PM
When you read about stock to flow on Forbes, you feel the noises of the bitcoin newcomers at the gates!

Demystifying Bitcoins Remarkably Accurate Price Prediction Model, Stock-To-Flow (https://www.forbes.com/sites/stevenehrlich/2021/04/29/demystifying-bitcoins-remarkably-accurate-price-prediction-model-stock-to-flow/?sh=7ca520fe476a)

Quote
Additionally, there are some technical models that require an element of fundamental analysis to make sense. An example is Stock-to-Flow (S2F), one of the most accurate price prediction models that we have seen in crypto to date.

Before getting into the details of S2F, it is important to clear up one common misconception. Although it was popularized in crypto by the pseudonymous PlanB, who described himself to me as a Dutchman in his 40s with degrees in law and economics who has spent the last 25 years in traditional finance, he did not create S2F. Instead, because of bitcoins intrinsic value as a deflationary asset he applied the metric to create a price prediction model that ties the value of an asset to its current S2F ratio.

The article is a good read, it poses a few questions partially answering them. The good reader of this thread understand how to answer those supposed fallacies of the model.
Definelty you can read it and address to your new liner to tickle them.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 29, 2021, 10:49:24 PM
I realised I didn't notice this last Episode of Stephan Livera with Plan B.


https://talkimg.com/images/2023/05/16/blob79f5708c4471d23b.png (https://stephanlivera.com/episode/243/)
https://stephanlivera.com/episode/243/

Quote
Bitcoin price has been rising and some argue that it is tracking along with the S2F model! Others argue that this is statistically invalid. PlanB, pseudonymous analyst and creator of the S2F and S2FX models rejoins me on the show to talk:

  • S2F and S2FX vs recent market action
  • Critiques and spurious correlations
  • Comparison with past cycles
  • PlanB’s thoughts on whether this is the final cycle
  • Macro factors – Tether
  • Negative rates
  • Cash and carry trade

This was by far one of the most intriguing podcast.
I strongly recommend you to listed to the whole podcast, but here one excerpt from the transcripts ( I think Stephan messed a little bit with the transcipt, waiting for him to fix them).


Cash and Carry

Quote
Stephan Livera [49:27]: As we are entering this whole Phase 5 thinking, are there any other broader macro themes that you think are worth commenting on in terms of things like, What other kinds of entities we might see entering the space? What kind of vigor will they be entering the space with? Will they be cautiously dipping their toe in, or will they start to really dive in in a more deep way to Bitcoin?

PlanB [50:02]: Two things I’d like to say about that: one is the institutional investors are really lining up now to buy Bitcoin! I’ve been invited almost weekly to join meetings with hedge funds, family offices, banks, insurance companies, to talk about Bitcoin, not only the stock to flow model, but just the whole Bitcoin thing and how you can buy it and how you can hedge it and how you have to look at it as an investor. So there’s really a lot of demand from investors, and one of the things that I find very interesting—also for myself — is the derivatives markets. So if you look at the futures market for example, you can now buy Bitcoin for, say, $35,000, and you can sell it at the same time for a year later — you can future sell it for more, I don’t know what the price is, but $36,000. So you get a certain $1,000 profit, you only have to wait for a year! And of course you give up your upside and you also have no downside so there’s really less risk, but you really have to know what you’re doing. But anyway, if you do it like that—it’s a cash and carry strategy — you can make a 20% return annualized, and that is the kind of returns that Warren Buffett and famous hedge funds get! But not banks or insurance companies — they’d be happy with maybe 5%. So 20% in an easy trade like that is something that cannot be ignored and is seen by more and more people, and some people pop their toes in the water and of course it works. It is too good to be true! And after that in a negative interest rate environment that I’m living in in Europe, -0.6%, you can actually borrow money for negative interest rates if you’re an institutional investor. But even as a private individual you can lend against your house for 1% or lend without collateral for 3%! Well if you use that money — and I’m advising not to do that, but for professional investors this is candy that is too good to be true! And then if we look at option markets, we see implied volatilities of over 100%, which means there’s call premiums from 40–50%. So you can do volatility harvesting strategies which are very very profitable and cannot be done on other asset markets! So the whole derivatives markets and the relation between the spot markets, derivatives markets, futures, options, etc., I’ll be watching them like a hawk—actually participating in them! I see a lot of people entering those trades and looking at it. I think the future and option market prices will give us a lot of information about the future, so it’s really interesting if the base rates of the futures stay that high, if the implied volatilities in the options markets stay that high, and yeah so that’s one thing that cannot be denied anymore by the more traditional investors and that will be seen by more and more. The other thing — it’s not so much investing but more society thing — it’s a very positive thing: good money, sound money is very important for humanity! It’s good for trade, it’s good for specialization, it’s good for capital allocation and allocation of scarce resources, where the investors were not. And to have sound money, a measure, a unit of account that can be counted upon, it can be depended upon, is very interesting! And very important! And we don’t have that at the moment, because central banks are printing the money at will, they’re using it for political purposes, they’re weaponizing it, and it’s like an architect that uses a measure like the meter or an inch that changes every day! Imagine how a building like that looks after the architects are finished! And that’s our economy at the moment! So we’re building with a measure that is changed every day, and Bitcoin will — for the first time — introduce a constant. And that is the 21 million coins. So that will for the first time ever, be a constant in finance like there is a constant in physics — the speed of light, for example. In mathematics. So that is from an Austrian perspective and I talked about this with Saifedean lately. It could be very interesting, this constant! And maybe with that comes a sort of predictability, but at least a totally different kind of economy, separation of money and state, and in my opinion it will even unleash the next Renaissance with science at the very heart of it, but also with art and freedom and a totally different society than we have at the moment that is dominated by governments and states. And this one will be more sovereign individual and math and art-based! So yeah I find that a very hopeful perspective, and that’s maybe, apart from the investing, the main reason why I find Bitcoin so very very interesting!


A lot of very interesting topics have been touched, I stongly recommend the whole episode!



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: franky1 on April 30, 2021, 05:21:44 AM
its no prediction model. .. its more representative of a daily price vs average price
the whole stock part becomes meaningless as that is not really shown in any accuracy at all

so..
go take that S2f chart. grab the line data.. and remove the 'average yearly price' element..
then redraw the line without the price metric in the stock line. and see how suddenly it doesnt fit a pattern
then you will see its the 'average price' thats correlating not the stock change

or..
take any price chart
then take any other random factor n the universe. like the phases of the moon or ocean tide times..
add in the average price metric into this random factor.
and guess what you can make ocean tide times seem 95% accurate to the bitcoin price


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 30, 2021, 08:42:16 AM
its no prediction model. .. its more representative of a daily price vs average price
the whole stock part becomes meaningless as that is not really shown in any accuracy at all

so..
go take that S2f chart. grab the line data.. and remove the 'average yearly price' element..
then redraw the line without the price metric in the stock line. and see how suddenly it doesnt fit a pattern
then you will see its the 'average price' thats correlating not the stock change

or..
take any price chart
then take any other random factor n the universe. like the phases of the moon or ocean tide times..
add in the average price metric into this random factor.
and guess what you can make ocean tide times seem 95% accurate to the bitcoin price

Sorry, I dont get your point:
Has your model linking the ocean tides with bitcoin price the following features
  • stable parameters calibrating the model over different time windows
  • robustness in out-of-sample forecasting

If so, can you share with us?
I guess these are the unique feature of the stock to flow model, who gives us a good probability we are not looking at spurious correlations (something your post seems to suggest).


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 20, 2021, 05:59:00 PM
Nice to see the Stock to Flow model not being violated in this dump.
The stock to Flow model has been undervaluing Bitcoin Market price.
Looking at the multiple Market Value /Model Value, we see that, while the maximum market value has been over 23 times the model price (only 3 times after 2017) during market pumps, the minimum value has never been below 0.5:

https://talkimg.com/images/2023/05/16/blobbaf5654b8169fe24.png (https://stats.buybitcoinworldwide.com/sf-multiple/)


This means the market value has never been less than half of the model value.

According to digitalik.net, currently, the model prediction is 56,000 USD:

https://talkimg.com/images/2023/05/16/blob658e385f5bc2b766.png

So, all is OK above 28,000.

Wow, During yesterday dip Market got to 29,000!

Almost perfect.
Maybe too much perfect.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 23, 2021, 10:00:27 PM
PlanB came out ot reassure everyone about his model:

https://talkimg.com/images/2023/05/16/blobcd486bb0c939e1a5.png
https://twitter.com/100trillionusd/status/1396530823910789128?s=21



Here there are the 4 images in the tweet:
https://pbs.twimg.com/media/E2C_ZcCXEAAYQXS?format=png&name=largehttps://pbs.twimg.com/media/E2C_ZpyXIAEOCgl?format=png&name=large
https://pbs.twimg.com/media/E2C_Z3LX0AAZV2o?format=png&name=largehttps://pbs.twimg.com/media/E2C_aHEXIAI29ux?format=jpg&name=large


According to PlanB Price staying multiple months below 32K would mean the model broke.
So it is not an "instant" no go, but it is a prolonged stay below a 0.5 Stock to Flow Multiple.
Speaking of which, I have to figure out why the model price on this website is slightly different from digitalik.net.
I asked @PlanB himself in the comment, wondering if he will ever answer.








Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on May 24, 2021, 07:04:42 PM
PlanB came out ot reassure everyone about his model:

https://twitter.com/100trillionusd/status/1396530823910789128?s=21


According to PlanB Price staying multiple months below 32K would mean the model broke.
So it is not an "instant" no go, but it is a prolonged stay below a 0.5 Stock to Flow Multiple.
Speaking of which, I have to figure out why the model price on this website is slightly different from digitalik.net.
I asked @PlanB himself in the comment, wondering if he will ever answer.

I do not think it is a question of how much the model has to reassure but rather of how much it represents the probable evolution in the future under certain conditions. It should not become a model of faith, there is no scientific truth behind it and I say this both to avoid future disappointments and for a bit of superstition that never hurts.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: icopress on May 24, 2021, 08:34:26 PM
Seeing this thread, I immediately remembered that I had a document with a similar name on my PC for about 4 years [Bayesian regression and its efficacy for predicting]. And the strangest thing is that I found only one mention on the forum (I guess I downloaded this document when I first came across it ... and forgot about it). Perhaps when I am less busy (it will be interesting for me to figure it out too), I will briefly describe this method in more detail, in the meantime, enjoy ...

  • https://arxiv.org/pdf/1410.1231.pdf


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on May 29, 2021, 04:21:13 AM
Nobody who bought #bitcoin and Hodled for 4+ years (200 weeks) ever lost money, EVER.
Time to always put things into perspective.
Bitcoin cannot just increase its value by tracing a straight line.
Think about it: do you prefer a flat, monotonous life that takes you to the grave, or do you want to take part in the great rollercoaster that is life?
This is Bitcoin, always remember perspective!

https://pbs.twimg.com/media/E2d7rf6WUAM06Uk?format=png&name=large

https://twitter.com/100trillionUSD/status/1398222204123426816/photo/1


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on May 29, 2021, 04:37:45 AM
Nobody who bought #bitcoin and Hodled for 4+ years (200 weeks) ever lost money, EVER.
Time to always put things into perspective.
Bitcoin cannot just increase its value by tracing a straight line.
Think about it: do you prefer a flat, monotonous life that takes you to the grave, or do you want to take part in the great rollercoaster that is life?
This is Bitcoin, always remember perspective!

https://pbs.twimg.com/media/E2d7rf6WUAM06Uk?format=png&name=large

https://twitter.com/100trillionUSD/status/1398222204123426816/photo/1

I don't really disagree with you acquafredda - even though I would frame and even qualify matters a wee bit differently.

Sure, the bitcoin price has always been higher in any given time that is 4 years later.  Does not guarantee that such facts will continue to play out, but the past pattern of continued UPpity including even demonstrating that anyone new to bitcoin could buy at any price and have pretty decent assurances that 4 years later they will be in profits - even if they were to buy at the tippity top of whatever price exponential price rise blow-off top that has occurred.. and historically, this has worked out every single time.. so far.

Rather than calling bitcoin a rollercoaster of life, which is NOT untrue, I would suggest that what seems to be happening is the greatest wealth transfer in the life of man, and likely happening and continue to happen in a relatively peaceful way.. sure there will be some violence and battles along the way and even casualties, but there are also likely ways to lessen chances of being a casualty of such great wealth transfer and instead be a beneficiary of such wealth transfer.. even if happens to be a relatively poor person can stack sats in such a way to increase chances of being able to benefit a lot from such wealth transfer and maybe even spreading such wealth transfer across more than one generation as long as getting in, stacking sats, hodling, valuing wealth in bitcoin, etc etc..


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: acquafredda on May 30, 2021, 02:18:29 PM
And I do not disagree with you either, all the points you mention are true. I also tend to think as if Bitcoin could represent the greatest democratic money transfer in the history of human beings. Never before bitcoin it could have been possible to reach a wealth status only achievabel in generations.
I could not have been able to save they money I did with bitcoin, without bitcoin.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on May 30, 2021, 07:05:28 PM
And I do not disagree with you either, all the points you mention are true. I also tend to think as if Bitcoin could represent the greatest democratic money transfer in the history of human beings. Never before bitcoin it could have been possible to reach a wealth status only achievabel in generations.
I could not have been able to save they money I did with bitcoin, without bitcoin.

Ain't that the truth.

There are seemingly a couple of aspect of bitcoin that have been very good for individuals and/or normies that had never really been previously available to such folks absent some quirky luck, which is being able to get into bitcoin without having a lot of capital, connections and/or time constraints.  Even getting in "early" for that matter.. without really being able to know for sure if it is "early" or not or if it continues to be "early" or not.... and even now, many of us are still proclaiming bitcoin to still be early even though there seems to be some ongoing resistance to the idea of either bitcoin being currently "early" and failure/refusal of a lot of normies to take action to get a stake in what seems to be a currently still "early" asset. 

Another aspect is BTC's historical price appreciation which those kinds of price appreciations had historically been reserved for insiders and/or folks with a lot of capital and connections... So, even relatively small investments into bitcoin have ended up allowing for situations in which some peeps were able to become way better off, become rich or to get rich as fuck in a relatively short period of time.  There are varying ways to play the fact that BTC has had a kind of overperformance component in the longer term in spite of seemingly scary ass short term volatility, and not always needing a lot of capital to profit a lot but of course, some of the more aggressive approaches in terms of investing in (rather than trading) would have increased chances of profiting even greater.

Of course, some of these seemingly great advantages with such a seemingly great UPside asymmetric asset class still can end up getting badly played by some of us normies in terms of NOT taking advantage of good situations that might be staring us right in the face by investing way too little, or leveraging and fucking up our investment through those kinds of gambling plays (that have been shown to be largely unnecessary in bitcoin in order to possibly get richie) or selling way too much BTC too soon.  So there could be some luck involved and/or at least some ideas of ongoing consistent and persistent hedging into bitcoin that ended up allowing for some otherwise normie poor peeps to become way better off, rich or rich as fuck.

Is this deviation from the topic?  Hm?  Maybe, maybe not.  Stock to flow remains one of the very important and seemingly currently valid BTC price prediction models that help to inform some of the BTC accumulators and HODLer  ideas about likely direction of the BTC price, and I personally suggest that planb/stock to flow is not necessarily saying anything different from some of his predecessors, but some of the input of the data and organizing it in a certain form has contributed quite greatly in terms of helping to discuss BTC price dynamics and likely future direction based on past performance.  Of course, stock to flow incorporates 4-year fractal, but I like to list 4 year fractal as a separate model and I also like to list s-curve adoption based on metcalfe principles and network effects as a separate model too.. just so some conceptual points can be emphasized and reemphasized, even if redundant in parts.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: dkbit98 on May 31, 2021, 02:27:24 PM
It might be a good idea to switch to new S2FX that is stock-to-flow model updated with cross asset that may be even more precise than regular S2F model we used so far.
PlanB removed time and included other assets like Gold and Silver in his calculation formulas, you can check his reasons for doing that in his medium post (https://medium.com/@100trillionUSD/bitcoin-stock-to-flow-cross-asset-model-50d260feed12) and go visit new s2fx model chart:
https://stats.buybitcoinworldwide.com/s2fx/


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 31, 2021, 05:27:35 PM
It might be a good idea to switch to new S2FX that is stock-to-flow model updated with cross asset that may be even more precise than regular S2F model we used so far.
PlanB removed time and included other assets like Gold and Silver in his calculation formulas, you can check his reasons for doing that in his medium post (https://medium.com/@100trillionUSD/bitcoin-stock-to-flow-cross-asset-model-50d260feed12) and go visit new s2fx model chart:
https://stats.buybitcoinworldwide.com/s2fx/



I guess those two models are quite different.
But as you correctly say, S2FX removes time from the model, comparing stock to flow across assets, and not across time.

From the SLP243: (https://stephanlivera.com/episode/243/)

Quote

To be honest, I like both models theyre both my babies! But if I had to choose, I would choose the S2FX model, because its not a time-series model so its more robust. Its always better to have time out of the equation, because well get maybe into that later, but if you correlate to time-series, there is a big risk of correlation being spurious. And that risk is less if you dont have time series! The other big thing is that we can now interpolate instead of extrapolate! If you have a time-series model it can be the number of transactions, it can be the time itself, it can be the number of Bitcoins in existence then you dont know what the number of transactions in the future are, and to base the prediction on top of that is a risky thing! Its extrapolation its based on data that you dont have in your data set! But the S2FX model, we have gold being at a higher stock to flow, and real estate being at a higher stock to flow and higher value, so we can actually interpolate within the data that is used to fit the model, and that is a very, very strong argument for this S2FX model!




In the graph you posted, instead, there still is a time axis, so I'm not entirely sure what it is really plotted on that graph.




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 01, 2021, 10:51:12 PM
Excellent post by PlanB

https://talkimg.com/images/2023/05/16/blob41563efcd68853fb.png (https://twitter.com/100trillionusd/status/1399723142101323780?s=21)

Well, once again he's referring to something he has stated on the last Stephan Livera Podcast:

Here the relevant passage: Stephan Livera [08:19]: And so probably it’s a good point also to discuss some of the critiques of some of the modeling. The thing is, it’s kind of shifted over time, right? And I guess we’re talking about both the different models, but with the S2F, one of the interesting developments was this idea of cointegration, which then later it seems that part has now been shown that we can apply the cointegration test. From your perspective, what does that mean? Does it essentially just mean we don’t have the confidence that would have been provided by cointegration, but you believe that the model might still provide some high-level predictive power? Is that how you would summarize it? Or how would you summarize it?

PlanB [09:00]: A bit differently! By the way, I got a lot of critique on the models, which I also invited, because I think the models are only getting better if they’re open sourced and discussed! And the point you mention about cointegration was one of the more interesting and very intelligent discussions! I liked that very much! It’s important to know that it only applies to the first model — the time-series original S2F model — and not to the S2FX model. And what it basically does — it’s a measure that gives you some certainty that it is not a spurious regression, not a spurious correlation. Because there’s always a risk that you find correlation [but] that there is no causation or no relationship at all! It’s just a fake, fake correlation — that’s always a risk! And to be clear, that is still a risk! It could be, the relation between stock to flow, scarcity, and value, could be spurious—although every day that seems less likely! It is important to make that point! Now with cointegration it’s actually a test, and that test — if you apply it and it proves cointegration — then the less likely, it’s not certain, but the less likely the relationship, the correlation, is spurious, is false. So there’s a lot of probability that it’s a causal relation and a correlation that you can use for making predictions! But the discussion was quite interesting because it was actually held with a Dutch guy, an Australian guy, a German guy, and me! There were four people working on the same data and the same test. And first we all did the same test and the test clearly showed cointegration! And cointegration means that the series stick together very closely. The story about the drunk and the dog was made. The drunk goes on the street to walk his dog, the dog is on the lease, the drunk goes everywhere, the dog goes everywhere, but the distance between the drunk and the dog can never be longer than the leash! And that’s what you measure — the leash! They always stick together, and actually that’s what you see in the data! If you look at the Bitcoin price, it sticks to the model, it tracks the model really really close! And if you do the test, you also measure there is cointegration. But then the German guy said, Well, one of the assumptions of the test is that both variables are stochastic and not deterministic, so they should be random and not predetermined. And of course, stock to flow is predetermined! So we couldn’t apply the test! So although the test showed cointegration, theoretically and practically we cannot use it! But it clearly shows the moving of the price around the model. The test also shows it, but we cannot use it! Yeah, that was the end of it right there! You could say, Okay, we should use another test, or develop another test, because it clearly sticks to the model—the price. But on the other hand, it’s maybe best to be conservative and say that there is no cointegration and probably the relationship is spurious! So, that was the end of that discussion! On the other hand, if there’s no cointegration, it doesn’t mean there is no correlation. And the cointegration only works on the time-series model — so the original S2F model. By the time the discussion was at its peak, I introduced the other model, the S2FX model, and there of course you see an even higher R2, and even higher correlation, and we cannot apply the cointegration test over there. Yeah, that was a very interesting discussion at the time!

 




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 08, 2021, 11:07:40 PM
A little update today from PlanB on the same topic:

https://talkimg.com/images/2023/05/16/blobf6fb0271ba3e083b.png (https://twitter.com/100trillionusd/status/1402213619354456065?s=21)
https://twitter.com/100trillionusd/status/1402213619354456065?s=21

Here is a link to the original image:
https://pbs.twimg.com/media/E3WnxYHXIAMBN2n?format=jpg&name=4096x4096

Blue bands are the S2F model bands: the price is expected to stay inside the blue bands for most of the time. The more it stays outside of that zone (i.e. beginning of 2019) the more likely a pullback is expected.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 13, 2021, 10:30:54 AM
All is still good with Stock to Flow.
The drunk man walks with his sill walking his dog on a leash:

https://talkimg.com/images/2023/05/16/blob460b694dc3baa79c.png (https://twitter.com/100trillionusd/status/1403701397774811138?s=21)
https://twitter.com/100trillionusd/status/1403701397774811138?s=21

Link to image (https://pbs.twimg.com/media/E3ryJu6X0AMR-Wo?format=jpg&name=4096x4096)

288K still in play. Hopefully. I am personally getting a little bit nervous with price fiddling with 50% of the model value for so long.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on June 13, 2021, 05:42:53 PM
All is still good with Stock to Flow.
The drunk man walks with his sill walking his dog on a leash:

https://i.imgur.com/aOfzfPO.png (https://twitter.com/100trillionusd/status/1403701397774811138?s=21)
https://twitter.com/100trillionusd/status/1403701397774811138?s=21

Link to image (https://pbs.twimg.com/media/E3ryJu6X0AMR-Wo?format=jpg&name=4096x4096)

288K still in play. Hopefully. I am personally getting a little bit nervous with price fiddling with 50% of the model value for so long.

I do understand that if you observe that the BTC price is deviating a certain magnitude from a price prediction model, such as 50% below such model, and the deviation endures for a certain period of time, whether that is 3 months, 6 months, a year or longer, then likely the model need to be adjusted to take that long standing and relatively large deviation into account.

At the same time, I personally doubt that we should be giving too many shits about how far or how long that the BTC price might be deviating from such line (or expectations that are shown in the model), and any good model will just attempt to take that into account and to adjust accordingly.  Sure, one thing would be to conclude that the model is broken, and another thing would be to attempt to take into account of new facts (to the extent that they are sufficiently material and sustainable) to tweak the model. 

I give very little weight to any model having high degrees of certainty to future performance of something like BTC price dynamics which includes a variety of factors (including somewhat game theory plays of human behavior) that go beyond merely assessing historically how those various factors have affected BTC price... even while at the same time the stock to flow model does seem to contain a lot of extractability powers to show likely future performance by already had happened past happenings.

Of course, one question remains regarding how much deviation and for how long would be necessary in order to justify a BIG ASS tweakening of the model.. and even the worse case scenario of conceding that the whole model is broken.  Of course, Plan B does like to frequently and regularly plot new data points into the model in order that we are able to see how far we might be deviating from where the model says we should be and we should also be able to figure out long such deviation has been taken place - including attempting to assess whether such ongoing deviatening rises to a material and substantive level that justifies tweakening or completely reassessing the model in terms of maybe a shift in the line might become appropriate, at a certain point, and sure maybe there is some math that can be applied in terms of if the model is deviating for x quantity for y amount of time then a tweakening or rethinkening is justified. 

Any of us who attempt to appreciate the model can surely proclaim that it is the worst model out there, except for all the other models, and surely, I like to reduntantly describe the necessity to give weight to the four year fractal (which of course is already in the model), and considerations of how well is exponential s-curve adoption based on metcalfe principles and networking effects coming along - which is not contained in the model, but who cares, we can still assess the model in terms of thinking about those kinds of additional considerations.. and perhaps even saying that the model should be adjusted up or down because demand is higher or lower than we had thought--- blah blah blah... demand is not in the model, but still does not break the model to tweak it a bit, if necessary.. we do not seem to be close to being there.. but maybe I don't know... how long do you think that our staying 40-50% of the model or even going down from here and reaching higher levels of deviation would justify some kind of "oh sheeeiiittt, maybe we need a tweakening?"

Sure, the answer could get addressed, if the BTC price were to recover back into the upper $40ks and even into the lower $50ks, and we could proclaim, hey even though the price is still below where the model says it should be, at least we are not 40% to 50% where the model says we should be, so then the urgency of the need for a tweakening becomes less compelling to carry out.

Of course, I prefer UP to DOWN, so it would kind of suck to end up either having $64,895 serve as the high for this cycle resulting in a long period of down below what the model says that lasts for a year or longer, right where the model says we should be going UP, then we either go sideways or end up experiencing further correction that lasts well into the period where the model shows that we should be UP higher or going UP.  I personally still proclaim that it is a BIG so fucking what.  Don't get so goddamned attached to models predicting future performance and just try to plug those new facts into the model and see if some variation of it still works or could work.. in order to both account for facts.. and to give some kind of expectation of "where this thing might go." 

I know that I am rambling a bit, but I still think that we are going to need a pretty decently sized deviation from the model to take away our hopes and dreams of UPpity.... while at the same time, each of us better be taking these kinds of models with a large enough grain of salt in terms of both our financial and psychological expectations.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 20, 2021, 10:51:40 PM
Apparently, I am not the only one getting nervous with Stock to Flow: PlanB is trying to spread some hopium, while market price still struggles to grow back above 50% of model value.

https://talkimg.com/images/2023/05/16/blobd3a4ff45cebd83c6.png  (https://twitter.com/100trillionusd/status/1406577006230245376?s=21)
https://twitter.com/100trillionusd/status/1406577006230245376?s=21

I don't know the fundamental reasons but he's going to publish an article later this year.

Those prices look weird to me: where they come from? he also predicted a small dip in August, due to worsening of "fundamental conditions".
I'd like to know more.









Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: arallmuus on June 20, 2021, 11:49:00 PM
Those prices look weird to me: where they come from? he also predicted a small dip in August, due to worsening of "fundamental conditions".
I'd like to know more.

Im quite confused of what he meant with " weakness" in June and July but well some people ( tradingview ) are saying that we are going down in July probably below 30k. On top of that , he seems pretty confident with that tweet. He used the word 'my worst case scenario' instead of best case scenario so that show that he is confident with the price will not go anything lower than $47k on August , thats sick though.

So what would happen if somehow this S2F model breaks and we are not heading to anything higher than lets say, 50k this year or probably next year? Alot people seems to trust this S2F model alot though


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 22, 2021, 06:25:58 AM
It's official: according to digitalik.net data, stock to flow multiple has never been so low:

https://talkimg.com/images/2023/05/16/blob7b925c6ac1b1f48e.png (https://stats.buybitcoinworldwide.com/sf-multiple/)

Quote
What is stock to flow multiple?

This chart is showing Bitcoin stock to flow model price compared to actual close price for a given day. Stock to flow is a value calculated when total number of Bitcoins in circulation is divided by number of Bitcoins generated in a day and then divided by 12. It shows how many years is needed in order to produce all Bitcoins currently in circulation. The higher the number the higher scarcity. If the scarcity is higher then the price goes up. Why is this important? Because every 210.000 blocks there is an event called "halving" which means that reward for mining Bitcoin is cut by half which means monthly production is also cut by half. That makes stock to flow ratio (scracity) higher so in theory price should go up.

On the chart above, X axis is showing days and Y multiple value of current price against model price. Different colors represent number of days until next halving (see color bar on right side).

As you can see, we are at the minimum value ever of 0.46. This means that for the first time in history model price is more than twice the market price.

Is market really starting to deviate from the model?








Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Poker Player on June 22, 2021, 06:32:02 AM
Is market really starting to deviate from the model?

If I'm reading the chart correctly, the answer would be no. As of today, there is a divergence between what the model predicts and the price on the downside, but in the past there was on the upside and the price returned to the median.

Another thing is whether we doubt that the model is correct or not, but as a model that explains quite reliably the behavior of the price as a function of supply, I do not think that the price today falsifies it.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 23, 2021, 01:12:37 PM
Is market really starting to deviate from the model?

If I'm reading the chart correctly, the answer would be no. As of today, there is a divergence between what the model predicts and the price on the downside, but in the past there was on the upside and the price returned to the median.

Another thing is whether we doubt that the model is correct or not, but as a model that explains quite reliably the behavior of the price as a function of supply, I do not think that the price today falsifies it.



As PlanB himself states, this situation, albeit new, is still within the boundaries of the functioning of the model:

https://talkimg.com/images/2023/05/16/blob75cc5eb1273c7e36.jpeg (https://twitter.com/100trillionusd/status/1407620265475989506?s=21)
https://twitter.com/100trillionusd/status/1407620265475989506?s=21

As someone in the comments recalled, the 1SD band means that 33% of the value should lay outside the darker band. So no major issue unless we  don’t cross the model line before the first months of the next year.





Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on June 23, 2021, 05:23:21 PM
Is market really starting to deviate from the model?

If I'm reading the chart correctly, the answer would be no. As of today, there is a divergence between what the model predicts and the price on the downside, but in the past there was on the upside and the price returned to the median.

Another thing is whether we doubt that the model is correct or not, but as a model that explains quite reliably the behavior of the price as a function of supply, I do not think that the price today falsifies it.

As PlanB himself states, this situation, albeit new, is still within the boundaries of the functioning of the model:

https://i.imgur.com/bLl8wnX.jpg (https://twitter.com/100trillionusd/status/1407620265475989506?s=21)
https://twitter.com/100trillionusd/status/1407620265475989506?s=21

As someone in the comments recalled, the 1SD band means that 33% of the value should lay outside the darker band. So no major issue unless we  dont cross the model line before the first months of the next year.

I did a quickie glance at the comments from the tweet too, and sure if the dark blue is 1 standard deviation and then maybe the lighter blue is 2 standard deviations, I am thinking that the commenter is probably suggesting that there can be "up to" a certain amount of going outside the 1 standard deviation bond (which he stated as 33%) in order for the model to still be valid.  It seems a bit off to be proclaiming that there has to be deviation of 33%.. that is almost ridiculous if you think about the matter.

Surely when I do a quickie eyeballing of the chart, probably we are lucky to have even up to 10% of the price points to be outside of 1 standard deviation, and actually that seems like so far the model remains solid as fuck.. In other words, the less deviation the better, but some deviation is expected "up to a point" that is far from even close to being reached.

Even if we were approaching 33% of the data outside of 1 standard deviation, that might start to cause some justifications that there may be ways to tweak the model a wee bit to make it more in line with the data rather than proclaiming that the model is actually broken.. I am not even sure what kind of tweak might be reasonable without accusations of trying to conform the data to the theory.. but whatever, punchline still seems to remain that the amount of deviation that we have experienced to date is actually surprisingly low and perhaps even a deviation level for ants.   hahahahaha


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Karartma1 on August 03, 2021, 08:24:08 AM
It looks like we're back on track again and the S2F model keeps marching on: July closing price @$41,490 means that the S2F bounced from the lows, like clockwork.
Also realized cap (average price at which all 18.77M BTC were last transacted) is rising again (calculated over all UTXO's). Last but not least, the few sellers at the moment sell at a profit.
More, of course, at https://twitter.com/100trillionUSD


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on September 14, 2021, 02:07:34 PM
While Stock to Flow is "suffering", Stock to Flow Cross Asset Model is still in play:

https://talkimg.com/images/2023/05/16/blobb19e90036e924994.jpeg

Bear in mind this model is inherently different from Stock to Flow: this model compares the ratio Stock to Flow ratios across several asset classes with each asset class market valuation, without taking time into consideration. Essentially, SXF takes a picture of the relative price of each Stock to Flow ratio: turns out you can buy Bitcoins, with his 56 Stock to Flow, cheaper than Gold, which has a similar S2F ratio of 60, but an order of magnitude bigger market valuation.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: ndalliard on October 12, 2021, 07:59:41 AM
yesterday i watched an interview with pomp and planb
(i watched it, mainly cause according to pomp his youtube channel was shortly deleted because of the video, although this is just speculation and the two hours were a waste of time imo)

my critique would be: how can you predict the future price of something without taking demand into account? that is the second side of price. supply and demand

One of the most important tweet  bt @100trillionUSD answering the most debated question: Why isn't demand factored in the Stock to Flow model?
Quote
Some say S2F(X) model must be wrong because #BTC BTC price is determined solely by scarcity (supply) and demand does not play a role.

However Nobel prize winning Capital Asset Pricing Model (CAPM) determines asset returns solely based on risk (volatility, dd) .. no demand, no supply
this is a rather stupid explanation. just because a nobel prize winner makes the same mistake doesn't prove it is the right thing to do

i more or less read everything in here, but maybe i missed something. i am also no mathematician or someone with a statistical background. i am open to change my mind. the model might be right some more years, cause i think the demand for bitcoin will rise in the future. but the demand is still an unkown in the equation and doesn't "show the future". any thoughts?


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 12, 2021, 11:22:37 AM

my critique would be: how can you predict the future price of something without taking demand into account? that is the second side of price. supply and demand


Well, I had a thought on this point and I think there is at least a couple of points to mention:

  • The reference to CAPM, and in another interview to the Black&Scholes model, it is not meant to refer to their respective inventors winning the Nobel Prize, rather referring to the fact a class of models that dont take demand in account does exist, and works, or worked, pretty well for a few decades. So, the lack of demand in the factors of the S2F model is not per se and indicator that the model is flawed
  • S2F models, without taking on consideration the demand, has an explanatory power of the 95% of the variance of bit pin price. Hence, modelling demand into this, a really cumbersome task, would improve the model of only 5%, at a great complexity cost. Are you sure this is going to dramatically change the global picture? Take into account S2F has never been a trading model, only a final state model, providing long term predictions.

Hope this clarifies a little bit.
This is anyway my comprehension of the matter: happy to discuss if further.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: ndalliard on October 12, 2021, 01:02:16 PM
  • The reference to CAPM, and in another interview to the Black&Scholes model, it is not meant to refer to their respective inventors winning the Nobel Prize, rather referring to the fact a class of models that dont take demand in account does exist, and works, or worked, pretty well for a few decades. So, the lack of demand in the factors of the S2F model is not per se and indicator that the model is flawed
i fail to see how "a model exists that doesn't take into account demand" proves that the model predicts the future, ignoring one side of the equation it wants to predict (price is nothing else than supply and demand). more generalized: how do ~10 years of data and ~3 cycles from the past predict the future? especially if we don't know the demand, which of course is impossible, because no one knows the future...

  • S2F models, without taking on consideration the demand, has an explanatory power of the 95% of the variance of bit pin price. Hence, modelling demand into this, a really cumbersome task, would improve the model of only 5%, at a great complexity cost. Are you sure this is going to dramatically change the global picture? Take into account S2F has never been a trading model, only a final state model, providing long term predictions.
it doesn't provide longterm price prediction cause it won't hold in some years (planb himself said that)


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 12, 2021, 02:11:08 PM
i fail to see how "a model exists that doesn't take into account demand" proves that the model predicts the future, ignoring one side of the equation it wants to predict

According to this model, demand is not in the equation.
For you it is part of the equation, not for the model. For the model price is not the result of demand and supply, but ultimately only a function of S2F, or supply.


it doesn't provide longterm price prediction cause it won't hold in some years (planb himself said that)

The model can be wrong for sustained amount of dollars, for sustained amount of times, but price will eventually hover around the model price in the long run, like a dog on a leash or drunk man walk.

This is why you shouldnt trade in this model, as it can stay wrong for bigger amounts of dollars or longer periods than you can remain solvent.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: ndalliard on October 12, 2021, 02:24:11 PM
According to this model, demand is not in the equation.
For you it is part of the equation, not for the model. For the model price is not the result of demand and supply, but ultimately only a function of S2F, or supply.
price is determined by supply and demand, isn't that a fact like 1 + 1 = 2 ? the model is wrong if it claims to predict the future price without looking at demand

The model can be wrong for sustained amount of dollars, for sustained amount of times, but price will eventually hover around the model price in the long run, like a dog on a leash or drunk man walk.
sorry i don't get it: why will the price eventually hover around the model price?


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 12, 2021, 02:32:36 PM

price is determined by supply and demand, isn't that a fact like 1 + 1 = 2 ? [

The price of an option on a stock has nothing to do with supply and demand. It relies on non-arbitrage condition that determine the unique price. Not saying this model relies on non-arbitrage hypothesis, but no, price is equal to match of supply and demand is not 1+1.



sorry i don't get it: why will the price eventually hover around the model price?

Model cannot micro-estimate or precisely track the bit on. Price, but if you want it to be right, in the long run price has to recover to model price. Thats it. Not too scientific.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on October 12, 2021, 03:12:54 PM
According to this model, demand is not in the equation.
For you it is part of the equation, not for the model. For the model price is not the result of demand and supply, but ultimately only a function of S2F, or supply.
price is determined by supply and demand, isn't that a fact like 1 + 1 = 2 ? the model is wrong if it claims to predict the future price without looking at demand

Ultimately, I believe that this aspect is correct that price is a product of supply and demand.. so they do somehow both need to be accounted for, even if there might not be a need to talk about both - even while presuming both to be within what is determining the price... so I doubt that you can presume S2F to be wrong merely because it does not specifically talk about demand but merely presumes demand in some kind of way... and just focuses on supply.


price is determined by supply and demand, isn't that a fact like 1 + 1 = 2 ? [

The price of an option on a stock has nothing to do with supply and demand. It relies on non-arbitrage condition that determine the unique price. Not saying this model relies on non-arbitrage hypothesis, but no, price is equal to match of supply and demand is not 1+1.



sorry i don't get it: why will the price eventually hover around the model price?

Model cannot micro-estimate or precisely track the bit on. Price, but if you want it to be right, in the long run price has to recover to model price. Thats it. Not too scientific.

I have proclaimed on many occasions that the S2F model either presumes demand as a kind of constant or presumes that demand is just going to go up with whatever the conditions and pressures of the market that are contained in looking at supply pressures.  Maybe my way of conceptualizing and phrasing is not correct either?... and personally, I have also considered the S2F model to be a valid way of attempting to give odds to what is likely to happen in bitcoin in terms of ongoing price dynamics - even if actual facts might end up causing the curve of the S2F model to have to end up getting shifted down or up based on what ends up actually happening (or as the data flows in)...

How do you account for demand in the future anyhow beyond just attempting to treat it as some variation of a constant?  I bet that the S2F ends up beating the pants off of any model that attempts to account for demand in any kind of way that takes much of anything away from the supply emphasis aspect that is already contained in the model....

Another vague concept that seems to attempt to explain demand and underly what is pushing underlies bitcoin price dynamics is the exponential s-curve adoption based on Metcalfe principles and networking effects.. which surely those kinds of ideas account for a kind of ongoing onward trajectory of demand that is going up with ongoing adoption and the ideas do not seem incompatible with S2F in terms of being able to use (or even presume) such ideas to consider what is happening with demand as an ongoing upwardly trajectory in a way that complements s2F's attempts to tell us where we are likely going based on where we have been and where we are at.  


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on October 27, 2021, 01:11:19 PM
PlanB tweeted the other day an interesting consideration on the Stock To Flow Cross Assets:

https://talkimg.com/images/2023/05/15/blob1be8cfde5e60dcdd.png
https://twitter.com/100trillionUSD/status/1453006360568811531?s=20

This is almost identical to a previous tweet, but it focuses on the relative performance of the two competing Store of Values.
As you can see, gold valuation barely moved during the last 10 years. Each year Valuation,, and SF is represented by single purple dots: those are almost impossible to distinguish from each other, meaning that gold has been steady in nominal terms during the last 10 years.

BTC, on the other hand, has been constantly catching up, crawling upward on the SF/Market Capitalisation regression line.


EDIT: relevant Meme:



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 01, 2021, 12:39:19 AM
Another great interview of PlanB with Preysto Pyhs:

BTC048: Does the Stock to Flow Model Eventually Break w/ Plan B (https://www.youtube.com/watch?v=FbfnNASspyU&t=17s)

https://talkimg.com/images/2023/05/15/blobbb98b3ebe2bac003.png

Quote
Preston Pysh talks with renowned analyst, Plan B. He talks about whether the Stock to Flow Model will eventually fail, along with numerous other macro insights.

IN THIS EPISODE, YOU'LL LEARN:
00:00 - Intro
02:09 - What’s Happening in the Broader Macro Economy From His Perspective?
16:28 - Will the Stock to Flow Model Eventually Fail?
28:21 - Regional Trends - Specifically With Proof of Work
33:52 - When Will More Countries Start to Adopt It?
37:07 - Is the ETF important?
41:19 - Lightning Adoption, What’s the Impact?
46:07 - Would Plan B Ever Reveal Himself?



It's a great conversation. I strongly suggest you to listen to in in the full length.
Two points stands out:


Quote
Preston Pysh (22:40):

As we’re going through this transition, you were describing it earlier with China, they’re buying anything that has scarcity to it as soon as they can, with the dollars they’re receiving, because it’s going to retain their buying power as whatever this thing is that’s transitioning takes place, and on the other side, that buying power is still going to be there for whatever the scarce thing is that they purchased.

Preston Pysh (23:03):

This goes for anybody on the individual level, country level, whatever, but I really think that we’re going to eventually get to a point where there’s going to be so much demand for people to store their buying power in this thing that is everything and is nothing. Whether the stock-to-flow is slightly above real estate or slightly above gold, I think you’re just going to get to a point where there’s just total FOMO of, I can’t store $10 billion worth of buying power in this bond anymore, as it’s yielding negative whatever percent. I just see that whole fixed income $200, $300 trillion worth of buying power today just evaporating and getting sucked in like a black hole and it’s going to send the curve just in a parabolic kind of direction.

Plan B (23:53):

I agree. I fully agree. Real estate is not fungible, and it’s not portable either. All those dimensions, Bitcoin is the better money. On the other hand, the only thing where we differ, I guess, is the timing of the events. Yes, the dollar will die. Every reserve currency dies, it’s a certainty. There will be something new, something better. But when is that happening? It’s the same question as the supercycle, are we entering the supercycle now or later?

Plan B (24:23):

I think the supercycle will be there, it’s inevitable, but not now. I think it will happen after next halfing, if you will, after the stock-to-flow of Bitcoins will be higher than gold and higher than real estate. Because until that point of stock-to-flow of 100, real estate will, for whatever reason, be the preferred asset as we’re seeing right now.

Plan B (24:46):

I’m seeing around me, people put more money in real estate like hundreds of millions. BlackRock, for example is buying the entire city of Amsterdam because those companies and the money right now is with old people. They have real estate and the gold, the physical world and not the digital world. The digital scarcity is a next generation thing.

Plan B (25:06):

I think it will happen. But I also see, in my own model, that there is a linear relationship between scarcity and value. I agree that is one of the dimensions of money, fungibility is the other one, portability is another one, divisibility is another one. That’s also a very problematic with houses, divisibility. But scarcity is, in my view, the most important factor, causing that linear relationship and causing people to put more money in real estate now, that will change next to divisibility, fungibility, portability, also the scarcity of Bitcoin will be better than real estate.

Plan B (25:46):

My guess would be, I’m probably going into that question right now, are we going into this FOMO hyperbolic scenario right now or next year, or the year after, or are we going to drop 80% first have a big war with the powers that be, the central banks, the US dollar, et cetera, et cetera, and go into that hyperbolic scenario, or a US dollar scenario, if you will where Bitcoin is the best store of value after the next halfing. So, say 2024, or ’28, that will be the period or maybe a little bit after that. Let’s say somewhere between 2024 and 2032. Yes, I think we both agree there will be this hyperbolic scenario. Bitcoin will be by far the best asset physically, dynamically, mathematically, above all other, but the powers that be, with the largest armies, the biggest balance sheets, and all the political power, they will fight, they will fight till the death.




Going a little bit oustidethe bitcoin only scenario:

Quote
Preston Pysh (06:49):

New people that are maybe just coming into the space would hear that, and they would say, well… I’m playing the contrarian here, I know you’re going to knock this question out of the ballpark, but I think it’s important for education purposes for people. A person would be hearing all that, and they’d say, well, you just had a global pandemic, they had to print all this money, and this is just a spike. They’re not going to be printing $4.5 trillion in the coming years like they did for, I think that was the number that you said, for COVID. Some of this stuff will start to normalize. It just needs more time. You see the big time banks, I think it was JP Morgan come out and say, oh, supply chain issue is going to be resolved here in six months from now. Why is that wrong, in your opinion?

Plan B (07:37):

First, from a logical point of view, if printing money was the solution for these problems, then like I said, Zimbabwe would be the richest country in the world, and every country would be doing it. Of course, that’s that’s not true. Through the ages as well, the Roman Empire died, part of because the debasement of the currency, the printing of the money. It was the denarius at the time. So, the silver content was diminished from 90% to 0%. That caused big, big troubles, because nobody accepted that money anymore, because it was like Monopoly money. That’s one.

Plan B (08:11):

But on the other hand, the debt that the US is creating to keep the dollar going, to keep the government going, to keep everything going, and the same in Europe, by the way, but the US, of course, is the reserve currency, that debt is someone else’s asset. The asset can be in the pension fund, it can be… Well, most of US debt, by the way, is owned by China, right? China is making all this stuff for the world, for the US, earning a lot of money, but then parking that money in the treasury bonds, so in the debt of the US government, and that debt, of course, we all know that, all institutional investors know US debt will never, ever be paid off. We all know that. But we also know there will be new debt, there will be an extra credit card, if you will to pay off the old credit card. As long as that goes on, that’s all fine, but it cannot go on.

Preston Pysh (09:05):

It requires rates to keep going down.

Plan B (09:08):

If you would increase interest rate right now the debt would be unserviceable. The US could not pay the debt when interest rises with the current tax income. It’s unsustainable, they have to keep rates low and keep decreasing them or the whole house of cards will fall down. Of course, China sees that as well, because imagine that you have all this US debt and you see that the debt is printing his own money and you know it will be worthless one day.

Plan B (09:37):

What will you do? You’ll spend it like a madman and you see them doing that. They buy every gold mine, every scarce commodity mine in Africa, they buy all the harbors in the Middle East, in Europe even, they buy everything with the US dollars that they have, except more US debt, of course. That’s a smart thing. By printing and printing more, the US is actually making China stronger and stronger every day.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: paxmao on November 01, 2021, 09:29:10 AM
As they say, past return do not guarantee future returns. I like to extend this say to forecasting models, "predictions in the past do not guarantee predictions in the future". I have to admit that anyway, due to the unpredictability of bitcoin demand, this model does reasonably well. If I had to use something or would really care about the price in the mid-term, I would be my choice as of now. The fact remains that bitcoin is expected, by most people, to grow at a slower pace than in the past, but I am betting on an exceptional long term growth to which this model seems to agree.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 02, 2021, 12:11:36 AM
As they say, past return do not guarantee future returns. I like to extend this say to forecasting models, "predictions in the past do not guarantee predictions in the future". I have to admit that anyway, due to the unpredictability of bitcoin demand, this model does reasonably well. If I had to use something or would really care about the price in the mid-term, I would be my choice as of now. The fact remains that bitcoin is expected, by most people, to grow at a slower pace than in the past, but I am betting on an exceptional long term growth to which this model seems to agree.

This model was fitted only on a subset of the then available data, and had a forecasting power on following data, with minimal parameters adjustments.
This means the price dynamic is quite well predicted by model, so, in a sense, predictions in the past actually predicted the future!".


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: STT on November 02, 2021, 01:32:11 AM
The point with gold would be the price is never supposed to change, it indicates an alteration in the underlying currencies if pricing is continually changing.  Of course for certain the plan is being implemented such that dollar is devalued; we expect every price of a performing asset to go up in such a long time.   However in defense I'd say gold is not a performing asset, no dividend, no returns no company investment just some metal so its just a liquid commodity used as currency over centuries and now its mostly the reference not performance itself.  There is also the longer time line, though a decade should be enough to draw a conclusion if any asset can say its long term and with minimal velocity it would be gold, some holdings have not moved since before ww2 for example.
  Lastly I'd say inflation invalidates all prices in terms of value, its how society becomes poorer as savings will not have maintained vs inflation, nor wages and so on.   Asset speculation, debt trading by bankers, they did well etc.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on November 02, 2021, 05:26:22 AM
The point with gold would be the price is never supposed to change, it indicates an alteration in the underlying currencies if pricing is continually changing.  Of course for certain the plan is being implemented such that dollar is devalued; we expect every price of a performing asset to go up in such a long time.   However in defense I'd say gold is not a performing asset, no dividend, no returns no company investment just some metal so its just a liquid commodity used as currency over centuries and now its mostly the reference not performance itself.  There is also the longer time line, though a decade should be enough to draw a conclusion if any asset can say its long term and with minimal velocity it would be gold, some holdings have not moved since before ww2 for example.
  Lastly I'd say inflation invalidates all prices in terms of value, its how society becomes poorer as savings will not have maintained vs inflation, nor wages and so on.   Asset speculation, debt trading by bankers, they did well etc.

Hopefully you are not buying gold as a way to preserve your wealth.. even though sure there is quite a bit of industrial value in a variety of PMs, including gold, but they are likely going to use their currency value to bitcoin since bitcoin is at least 100x better than gold in terms of monetary properties and might even be in the ballpark of 1,000x or more better than gold.

There are a few other assets that are being used as inefficient storage of value also such as properties and equities, and they are likely going to be losing their value to bitcoin too.. at least the storage of value aspects.

Not everyone understands what is happening in terms of our greatest wealth transfer in history that is going to continue to cause the S2F model to be correct in terms of the ongoing UPpity aspect that it is showing that might not exactly account for exactly how demand is going to continue exponentially in terms of the various network effects that continue to build with ongoing adoption and the realization of people that bitcoin is the superior asset - both in terms of storage of value and also it has the advantage of the ongoing exponential adoption.,, that causes unfairnesses in trying to compare it to more mature asset classes whether we are referring to PMs or properties, or equities or some other asset classes.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on November 29, 2021, 06:33:05 PM
There have been a lot of discussion lately about the Stock to Flow being invalidated by low market price.
In his last Podcast Stephan Livera discussed this with PlanB.
As usual, really interesting discussion emerged.

https://talkimg.com/images/2023/05/15/blobd7960a3ca662bff3.png (https://twitter.com/stephanlivera/status/1465346237163610114?s=20)
https://twitter.com/stephanlivera/status/1465346237163610114


Quote
Plan B (pseudonymous quant) rejoins me on the show to talk about how the S2F model is going and whether it will be a problem if Bitcoin does not hit $100k by the end of 2021. In this conversation we get into:

Spelling out the different types of models PlanB uses and talks about
Failure conditions for the model
The Floor model
Are we going to supercycle?
When does the S2F model fully break down?







Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: naim027 on December 11, 2021, 04:23:32 PM
Heck yeah.

I just Translated this Topic for my Local People. I was learning about the Stock to flow Model. I don't know how many times I read this thread. I learned a lot about the Stock to flow Model just to Translate this thread. It took me about two weeks. During these two weeks, I read this thread may be more than 20 times and I was translating a bit. I learned many things about Bitcoin from this one. I never knew that Plan B Expected We could hit 100 Trillion between 2024 and 2028. BTW, That was an awesome experience. I was not able to write a full thread in One post so I had to post twice. I don't know why? Maybe there is a Word limit or something like this. Anyways, Great Job @fillippone. Thank you very much. I would like to request you to add my post link on the OP and check out my post too :)

স্টক-টু-ফ্লো মডেল: অভাবের সাথে বিটকয়েনের মূল্য মডেলিং (https://bitcointalk.org/index.php?topic=631891.msg58684280#msg58684280)



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: paxmao on December 12, 2021, 09:21:02 PM
As they say, past return do not guarantee future returns. I like to extend this say to forecasting models, "predictions in the past do not guarantee predictions in the future". I have to admit that anyway, due to the unpredictability of bitcoin demand, this model does reasonably well. If I had to use something or would really care about the price in the mid-term, I would be my choice as of now. The fact remains that bitcoin is expected, by most people, to grow at a slower pace than in the past, but I am betting on an exceptional long term growth to which this model seems to agree.

This model was fitted only on a subset of the then available data, and had a forecasting power on following data, with minimal parameters adjustments.
This means the price dynamic is quite well predicted by model, so, in a sense, predictions in the past actually predicted the future!".


It is probably as good as it gets, but again, it is very easy to adjust a model backtesting, that is, adjusting the parameters so that it works perfectly in "predicting the past". But the nature of the market in the long and short term is highly psychological and bitcoin is facing legal and geostrategic issues that was not facing before. 200 year before it happened, people would not have predicted the fall of the Roman Empire to put it in a way.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on January 27, 2022, 03:45:02 PM
There has been a lot of debate around Stock to Flow recently, as the market started moving on another level, with model flirting with the 2 standard deviation error  interval of confidence.

This of course raised a lot of irony, enquires and skepticism about The model itself.

Today I found this Twitter thread, discussing some PlanB criticism, and I’d like to share here:

Original Tweet

https://i.ibb.co/Jj8sFDK/59091290.jpg (https://twitter.com/100trillionusd/status/1486704422948425729?s=21)



Twitter thread unrolled  (https://threadreaderapp.com/thread/1486686429451325444.html)


Quoted article:
WHY THE BITCOIN STOCK-TO-FLOW MODEL IS NOT USEFUL (https://bitcoinmagazine.com/markets/why-bitcoin-stock-to-flow-is-not-useful)


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: paxmao on January 27, 2022, 07:37:25 PM
Is one of the most accurate models and clearly the one that gives more incentives to the future investors. However good, the accuracy is always limited and there may be factors on institutional investors that may limit the future validity of the model and the need to re-tune a little bit to get a proper long term measure. It is in any case a difficult exercise and, perhaps, if the model becomes too accurate the profits may not be there.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: coolcoinz on January 27, 2022, 08:38:20 PM
Is one of the most accurate models and clearly the one that gives more incentives to the future investors. However good, the accuracy is always limited and there may be factors on institutional investors that may limit the future validity of the model and the need to re-tune a little bit to get a proper long term measure. It is in any case a difficult exercise and, perhaps, if the model becomes too accurate the profits may not be there.

I'd say WAS one of the most accurate models, until the last few months happened. For instance in 2020 when bitcoin crashed to 30k the model variance was only 0.3, but last summer it was 0.9, like in the lows of the 2018 bear market.
I wouldn't count it out though. There's a chance we're in 2013 again with last year being only the first phase of the bull market, in which case S2F is on track. We'll know in a year.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: uchegod-21 on January 28, 2022, 09:04:10 AM
This topic is very helpful to me. I open all the attached documents and read them well. This topic has answered by question. Though people answered it before, but I got much clarification here. My question -
Quote from: Uchegod-21
Question one- Volatility question:
I understand that bitcoin volatility is caused by demand and supply. Then, there is fixed 21million supply, if the 21million bitcoin is mined, will it make bitcoin price to be stable? Because there will be no more demand, there will be no more supply. The bitcoin in circulation will keep circulating.
PlanB explanation below and the more link, gave me an extended answer.
Quote
PlanB: Yeah, thats also a discussion on Twitter, lots of questions about exactly this infinite value if you wish. If you follow the table, we could go all the way to 2140 when the flow is zero, when theres no more new bitcoins, only fees. And the theoretical value how to Stock-to-Flow model would be infinite. So how can that be? And basically I think this is a very theoretical argument
Again, saying about the fixed supply of bitcoin at 21million. I am predicting that there will be a major hard fork after 2140. It is all about consensus, there will be glaring need for it. So many miners who accumulated huge amount of btc from early mining will always say no to any hardfork, but in years coming, when they must have spend their btc, they will agree to change the protocol and create more bitcoin.
Quote
PlanB: You cannot change the money supply or change that magic 21 million coins number, and if you do youre basically hard-forking away from Bitcoin. And, yeah, I guess nobody will follow you. A bit like Bitcoin Cash with the big blocks. Yeah, but you can do it, but dont expect people to follow you

Again, it was said in the article that Ripple and other altcoins that doesn't use PoW do not have security.
Quote
So for example, Ripple again has no proof-of-work or Bitcoin Cash has almost no hash rate, so no security.
If actually they do not have security, why are they existing till now, there should have been major hack or the network cheated to death.

So, for S2F model. It was stated that it is not a law, it is just like a model which is a semi hypothesis. There will be deviation at a point and there will be modifications. But S2F has helped many become successful in bitcoin.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: tertius993 on January 28, 2022, 07:22:09 PM
Strange how this model continues to hold traction in spite of 6+ months far away from the predicted value.

Since PlanB resiled from his S2F will be invalidated in December statement what is the current expectation about where he will go next?


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on January 28, 2022, 07:53:47 PM
Strange how this model continues to hold traction in spite of 6+ months far away from the predicted value.

Since PlanB resiled from his S2F will be invalidated in December statement what is the current expectation about where he will go next?
PlanB had a few difficult week trying to explain why the fail fo the year (BTC not getting to 100k).
Firstly he stated that the price was within the 2 standard deviation, then he stated that the important thing is having 100K on averGe during the cycle. This meaning the longer we stay below 100k, the longer we have to stay above to reinstate the average.
We will see, as usual, interesting times ahead.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: tertius993 on January 28, 2022, 08:13:24 PM
Strange how this model continues to hold traction in spite of 6+ months far away from the predicted value.

Since PlanB resiled from his S2F will be invalidated in December statement what is the current expectation about where he will go next?
PlanB had a few difficult week trying to explain why the fail fo the year (BTC not getting to 100k).
Firstly he stated that the price was within the 2 standard deviation, then he stated that the important thing is having 100K on averGe during the cycle. This meaning the longer we stay below 100k, the longer we have to stay above to reinstate the average.
We will see, as usual, interesting times ahead.

Do you know how PlanB is calculating the standard deviation for future values?  I cant quite work out how he can say what the standard deviation will be for the predicted future value, it appears to be a static value and not changing according to the actual observed values.

In any event, as calculated the two SD range is rather large, so not entirely surprising that the price is still within it!


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: d5000 on January 28, 2022, 08:49:07 PM
Many here won't like my post, but: My opinion on Stock-to-Flow is, and has always been, .... devastating. I consider it pseudoscience (sorry PlanB).

It wasn't just invalidated in 2021, it was invalidated years ago because when you apply it to altcoins with fixed supply or lower "inflation rates" compared to Bitcoin it should lead to an even sharper price increase charts, which didn't happen.

The explanation is simple: Stock-to-Flow doesn't absolutely take demand into account. Demand is crucial for the value of all existing assets. We can have some super-scarce assets - if nobody likes it, its value will be zero.

Stock-to-flow may have even harmed the Bitcoin community, because of the unrealistic expectations it generated. Perhaps the price decline we're seeing since December was generated at least partially by sellers who now feel "betrayed" because the model didn't hold.

Let's bury Stock-to-Flow pacifically and get over it. Bitcoin doesn't need this. It can grow organically without permabullish "mathematical" assumptions with questionable validity.

Instead, we should focus on better fundamental analysis, e.g. taking into account evolution of addresses/transactions/LN (Quantity Theory of Value), option prices, exchange users (like Crypto.com's periodical analysis documents), stock prices of Bitcoin companies, mining difficulty evolution, etc. These numbers give indications about demand, in different ways. Supply indicators can be part of such a model, but a working model must always take both aspects (supply and demand) into account.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on January 29, 2022, 02:29:45 AM
Many here won't like my post, but: My opinion on Stock-to-Flow is, and has always been, .... devastating. I consider it pseudoscience (sorry PlanB).

I don't completely disagree with you, at least in terms of your wanting to assert that there are some factors/indicators that might well not be captured by the Stock-to-Flow model, but you seem to be filled with a lot of disgruntledness in terms of maybe specific expectations that have been assigned to the stock to flow model by people who follow the model and perhaps even by PlanB himself in terms of PlanB likely talking up the model too much and also there seems to have been quite a bit of mix up between stock to flow and PlanB's additional discussion of a floor model that he created that really got into specifics that ended up being way the hell wrong .. so it seems really hard to give any credit to PlanB when he was putting out so much specifics with the floor model.. $98k in November and $135k in December.

It wasn't just invalidated in 2021, it was invalidated years ago because when you apply it to altcoins with fixed supply or lower "inflation rates" compared to Bitcoin it should lead to an even sharper price increase charts, which didn't happen.

That's bullshit d5000.  The fact that stock to flow to a bunch of shitcoins means that it is not valid when applied to bitcoin.

Fuck shitcoins.  I do not even want to get into any discussion regard the variety of phoney baloney in various shitcoins and that you want to consider them as somehow valid assets that are even close to bitcoin - even though there are quite a few shitcoins that have been riding on bitcoin's coattails in a variety of ways.. some more successful than others and some coming up with their own unique ways to scam people out of value through ponzi schemes and various other kinds of innovative and money printing scamming mechanisms.

If you know some of the story behind PlanB's attempt to look at bitcoin through a stocktoflow model, it had already been applied with various other kinds of assets with varying degrees of success - so surely it should not be considered as any kind of model that will fit very well with all assets, but surely does seem to fit with bitcoin quite well.. even though maybe there could be some fair questions whether PlanB has done it correctly in bitcoin including how he trajectories out based on historical data that surely is going to vary to some degree in terms of whether any kind of exact mathematical formula is going to fit to trajectory out the numbers in to the future.

The explanation is simple: Stock-to-Flow doesn't absolutely take demand into account. Demand is crucial for the value of all existing assets. We can have some super-scarce assets - if nobody likes it, its value will be zero.

Of course, demand is a factor.. and whether stock to flow is presuming ongoing demand (so treating it as a constant) or just assuming that it is going to continue at some kind of level that it need NOT need to be accounted for.. because it is likely to just continue to go up along with the growth of bitcoin's adoption...

The lack of accounting for demand hardly seems to be as big of a flaw as you are making it out to be, and I suppose that one of the reasons that I have liked to emphasize that stock to flow should be looked at along side the four-year fractal (which surely is somewhat redundant) and also considering exponential s-curve adoption based on network effects and metcalfe principles - is probably my concern (as well) that demand is not sufficiently accounted for in the stock to flow model.. and considering the varying network effects (even the 7 that were outlined by Trace Mayer (https://nakamotoinstitute.org/mempool/the-seven-network-effects-of-bitcoin/)) would be helpful supplements to the stock to flow model.

Stock-to-flow may have even harmed the Bitcoin community, because of the unrealistic expectations it generated. Perhaps the price decline we're seeing since December was generated at least partially by sellers who now feel "betrayed" because the model didn't hold.

harmed the bitcoin community... that seems to be bullshit too.

yeah... there may have been people who were overly assigning value to BTC prices to be at least above $98k in November and above $135k in December.. so they got reckt as fuck because they were gambling..

Good.

Purge the gamblers.

 

Let's bury Stock-to-Flow pacifically and get over it.

you can bury stock to flow to your peril...

Good luck with that.. you are going to need it.

Stock to flow remains one of the best BTC price models that currently exist in bitcoin (if not the best?). even if it is currently 2 standard deviations below the means of expectations.

Bitcoin doesn't need this.

Of course bitcoin does not need the model.. bitcoin is going to do what bitcoin is going to do... and surely bitcoin was already following such a model before planb formulated the matter.. and the stock to flow model still seems to help some folks to think through what bitcoin is.. and also to consider various aspects of BTC's price dynamics.  Very helpful.. but surely not needed.. and there are other ways to think about the matter and to come to similar conclusions.. even though the stock to flow matter remains the best, currently.. and if you want to handicap yourself and others by not using it and persuading such other dweebs  (who fail/refuse to account for valid models) not to use it, then that is your choice.  You are all going to need luck.. both you and any dweebs that you convince that the model provides no value (provides the opposite of value, right?  ahahahahaha)
 

It can grow organically without permabullish "mathematical" assumptions with questionable validity.

There's some helpful frameworks that fall into mathematical parameters.. whether you appreciate them or not or whether you believe that they help to inform you better or not.  Your choice, for sure.

Instead, we should focus on better fundamental analysis, e.g. taking into account evolution of addresses/transactions/LN (Quantity Theory of Value), option prices, exchange users (like Crypto.com's periodical analysis documents), stock prices of Bitcoin companies, mining difficulty evolution, etc. These numbers give indications about demand, in different ways. Supply indicators can be part of such a model, but a working model must always take both aspects (supply and demand) into account.

Nothing wrong with taking into account a variety of other factors.. and some of those various other factors might well mislead you into nonsense.. so you can choose how much weight to give to various factors/indicators and you can also choose how much weight to give to stock to flow... whether that is low to none or a considerable amount of weight is going to vary from person to person.. and surely some people are going to end up being more correct than others in terms of how they are assessing various factors/indicators and how much weight they are assigning.

By the way, even fillippone mentioned above that the stock to flow expectation  for Bitcoin's mean price for the whole of the 4-year period following the halvening is $100k.. so we are a couple of months short of the half way point, and some folks want to completely write off the model?    Shouldn't we get further along in the whole assessment period before arguing both the model has little to no value and that the model is invalid.... blah blah blah.   

Surely, it may well end up being the case that we get through the whole four-year period, and the stock to flow model (in its current iteration) underperforms the whole four-year period, so in that regard instead of an average of $100k for the whole period, there is some other lower average number - such as $90k?  $80k?  $60k?  $40k?  how much the average ends up being off (to the extent that it does end up being off) might well help to inform those of us who are taking such model somewhat seriously as a serious contender in the way we think about BTC price dynamics whether the model might be invalid or whether the model might need some kinds of tweakenings, no?


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: uchegod-21 on January 31, 2022, 10:06:35 PM
Quote
Of course, demand is a factor.. and whether stock to flow is presuming ongoing demand (so treating it as a constant) or just assuming that it is going to continue at some kind of level that it need NOT need to be accounted for.. because it is likely to just continue to go up along with the growth of bitcoin's adoption...
The stock to flow model I think depended on assumptions in terms of demand consideration. It could not have assume that demand is constant. The demand and supply has so much influence on any market that is to be traded. Some models uses the artificial demand that will be created by the assumptions of the model to predict.
Quote
If you know some of the story behind PlanB's attempt to look at bitcoin through a stocktoflow model, it had already been applied with various other kinds of assets with varying degrees of success - so surely it should not be considered as any kind of model that will fit very well with all assets, but surely does seem to fit with bitcoin quite well
Hardly there is any model that works 100 percent on all models. Stock to flow model is not perfect but it has giving good idea on how to follow bitcoin market. Bitcoin is still in the early stage and it is still changing, so it can be proving some models wrong with time.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: d5000 on February 02, 2022, 11:40:31 AM
disgruntledness
Not at all. I'm worried by the damage the model could do to Bitcoin (more below).

That's bullshit d5000.  The fact that stock to flow to a bunch of shitcoins means that it is not valid when applied to bitcoin.
I agree with you that several altcoins are completely different assets than Bitcoin, because of their centralized and sometimes scammy nature. But that doesn't apply to all of them. There are more than hundred altcoins which technically are similar to Bitcoin (no premine, no centralized group in charge etc.).

Even with a superificial view at their price evolution it becomes clear rapidly that they are far away from the predictions by the stock-to-flow-model. Take Litecoin or Monero as examples, which both reached a new ATH in 2021, but their price level is similar to four years ago. Both have no excessive inflation rate so the curve should look similar to Bitcoin's.

If stock-to-flow is only valid for Bitcoin, gold and some other metals, but can't be applied to other assets of similar nature, what makes the "match" of their stock-to-flow curve in some timeframes more than a coincidence? A theory should be valid for all assets of a given category.

The only valid argument would be that many altcoins don't have really a "mature" market, but just for LTC and XMR this isn't the case. They are actively traded at hundreds of marketplaces. So their price evolution should be valid to contrast the stock-to-flow hypothesis with.

The lack of accounting for demand hardly seems to be as big of a flaw as you are making it out to be, and I suppose that one of the reasons that I have liked to emphasize that stock to flow should be looked at along side the four-year fractal (which surely is somewhat redundant) and also considering exponential s-curve adoption based on network effects and metcalfe principles - is probably my concern (as well) that demand is not sufficiently accounted for in the stock to flow model.. and considering the varying network effects (even the 7 that were outlined by Trace Mayer (https://nakamotoinstitute.org/mempool/the-seven-network-effects-of-bitcoin/)) would be helpful supplements to the stock to flow model.
In my opinion, network effect is probably the main driver of Bitcoin's price appreciation. Thus, I think a detailed analysis of this phenomenon, when applied specifically to Bitcoin, would give more insight than any purely supply-based model like stock-to-flow.

I would even argue that we can leave supply entirely out as 90% of all Bitcoins were already mined. The effect of halvings on supply inflation is lower in every iteration.

harmed the bitcoin community... that seems to be bullshit too.

yeah... there may have been people who were overly assigning value to BTC prices to be at least above $98k in November and above $135k in December.. so they got reckt as fuck because they were gambling..

More as about these short-term gamblers I'm worried about two things:

1) longer-term price evolution - stock to flow promises basically a continuation of the steep price increase of the last years. Even if in 2022 or 2023 we see again a strong bull market which gets the price again "in line" with the model, the expectations for 2025 (next post-halving) already are extremely high (500-750K). While it's not completely impossible I doubt this price will be reached in this decade. So roughly in 3-4 years likely there will be many disappointed investors.

2) the focus on the supply side/scarcity as "reason to invest in Bitcoin" gives credit to those critics who view Bitcoin as a "ponzi" or "greater fool game" where everything depends on finding new buyers for an asset whose main virtue is "scarcity". Bitcoin's scarcity is definitively one of the main reasons why it works. But it should never be the only or main reason to invest in it.

A combination of both factors could led to a worst-case scenario for Bitcoin: Disappointed investors change massively to the "ponzi critics" group. They get louder and louder in the media, Bitcoin's price plunges, and a general public opinion consent is forming that Bitcoin really is dubious and based on ponzi-like characteristics. Sharp regulation in many countries is likely to follow. While this will probably not mean the "death" of Bitcoin, it would be a major setback, back to 2015 or so.

To clarify: I am not endorsing the "ponzi" criticism at all. I'm convinced of Bitcoin's genuine strengths (difficult to censor, decentralized, global, etc.). However, I would like the focus for investors to change to demand-side characteristics: use by merchants/consumers, Lightning Network growth, and so on, as the reasons to invest in Bitcoin. Because if we can prove that Bitcoin doesn't depend on a price increase but is really used massively, then this would lead eventually to the definitive rebuttal of the "ponzi criticism", which would be a major achievement for Bitcoin in public opinion, I think.

Stock to flow remains one of the best BTC price models that currently exist in bitcoin (if not the best?). even if it is currently 2 standard deviations below the means of expectations.
Let's talk again in 2025 :)

By the way, even fillippone mentioned above that the stock to flow expectation  for Bitcoin's mean price for the whole of the 4-year period following the halvening is $100k.. so we are a couple of months short of the half way point, and some folks want to completely write off the model?    Shouldn't we get further along in the whole assessment period before arguing both the model has little to no value and that the model is invalid.... blah blah blah.
I've wrote several times in this forum, already months (even years, I think) ago, that I disapprove of the stock-to-flow model, even when it still seemed perfectly valid. I admit that was mostly in the local sections, because I'm not so fluent in English than in Spanish and German and thus are more active in these sections. Many people disagreed with me and that's completely ok.

But it's not that I got "only now" against this model "because it no longer works". I think if a model was wrongly conceived from the start, then it should not be used, even if it seems to work for some time. Just there's where the danger lies: we could get confident that it works, but when we most need it (e.g. in the next bear market, when for Bitcoin it would be advantageous to find new investors) it fails completely. See above in the "harm" section.

Surely, it may well end up being the case that we get through the whole four-year period, and the stock to flow model (in its current iteration) underperforms the whole four-year period, [...] might well help to inform those of us who are taking such model somewhat seriously as a serious contender in the way we think about BTC price dynamics whether the model might be invalid or whether the model might need some kinds of tweakenings, no?
It should not be tweaked infinitely, though. For some time one can adjust magic constants a bit and add new formula elements to make it work again. But until demand isn't taken into account, its main flaw continues to be present. Did PlanB try to get a peer-review by a serious economist?

By the way, even if we disagree in most aspects (with the rest of your post, I partially can agree, or at least agree to disagree), thanks for taking the time to answer in detail :)


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on February 03, 2022, 08:47:43 PM
disgruntledness
Not at all. I'm worried by the damage the model could do to Bitcoin (more below).

I guess I will read more details about your ideas regarding how the S2F model damages bitcoin below, yet I am having trouble appreciating how a model could really cause damage in any kind of substantial and meaningful damage... unless you are suggesting that it is so convincing that people are going to place more weight upon such projections within such model than it deserves.. and even that.. it is not like the substantive terms of such model is lying to the people... the model is somewhat passive in that sense in terms of presenting guidelines for what could happen.. if people are such idiots as to read too much into such a presentation information.. I don't see how the model would be causing their dumbness and gullibilities... .. I mean a model could use misleading facts or misleading logic, no?..  but we do not have that going on here.. so your overall presentation of the model as damaging seems to misplace how a model should be considered amongst other information for individuals to come to their own determinations, including how much weight to give to such a model.. including that some folks will overweigh the predictability aspects and other people will underweigh the predictive aspects of such model.

It comes off as somewhat patronizing to suggest that the model is flawed because it is too convincing, if that's what you are suggesting.. but hey.. I will read more about your details in regards to the supposed damage to the extent that you might flesh this out a bit more below or to the extent that you might be saying something other than what you have already said.


That's bullshit d5000.  The fact that stock to flow to a bunch of shitcoins means that it is not valid when applied to bitcoin.
I agree with you that several altcoins are completely different assets than Bitcoin, because of their centralized and sometimes scammy nature. But that doesn't apply to all of them. There are more than hundred altcoins which technically are similar to Bitcoin (no premine, no centralized group in charge etc.).

I still think that you need to be careful with those kinds of granular comparisons of unequal assets that likely do not matter very much in the end.

Yeah.. I don't like when people proclaim that bitcoin is only in the lead because it was first, but there is something to being first in terms of considering how various networking effects evolve, and when we are dealing with something such as money or storage of value, there is likely a bit of natural gravitation towards one standard.. especially if the standard has superior qualities in terms of Gresham's law considerations.

In other words, you may potentially have already heard about the idea that if you want to replace an incumbent you better be something like 10x better than the incumbent, otherwise you do not have any kind of meaningful chance.. beyond potentially temporarily (perhaps 50 years or more?) deceiving others into believing that you have some kind of a chance... in other words, value is going to continue to gravitate into the incumbent, absent if you are able to achieve something like a 10x or more improvement upon the incumbent so that it becomes worthwhile to strive to replace the incumbent rather than the more logical route of improving upon the incumbent.. to the extent that the incumbent might have some capacities to improve.

you are getting into comparing various similar coins, and let's even give the benefit of the doubt that some of them might be several times better than bitcoin, but it still ends up being a BIG SO FUCKING WHAT because they are not even close to 10x better than bitcoin.

I understand that you might be tempted to engage in such comparison because you will proclaim that NOT very much time has passed, and it has ONLY been 13 years, so how could bitcoin gain such an incumbency status? and seems to me that you are failing and refusing to account for the fact that Bitcoin is not just Bitcoin, but there is a lot of building that is going on around bitcoin and there are not really any major flaws in bitcoin, so ancillary actors continue to build upon bitcoin rather than taking chances with some other thing that happens to NOT be 10x better.. they are not going to take chances on such products that are not clearly superior to bitcoin.. even though those various shitcoins get all kinds of hype, they do not convince smart money/people to defect over to them... the smart money and smart people remain in bitcoin...

It is like the analogy that Trace Mayer used to use about the professional football team compared with the junior varsity.. the junior varsity does not have a chance.. they will get crushed.. and continue to get crushed even if they engage in all kinds of marketing.. there is not enough there there in order to actually allow them to compete in any kind of substantive and meaningful way.

Even with a superificial view at their price evolution it becomes clear rapidly that they are far away from the predictions by the stock-to-flow-model. Take Litecoin or Monero as examples, which both reached a new ATH in 2021, but their price level is similar to four years ago. Both have no excessive inflation rate so the curve should look similar to Bitcoin's.

Why are we wasting our time with such nonsense comparisons?  There is no reason to believe that Litecoin or Monero should look similar.. the dynamics are different if you are not the leader of the sector...

Bitcoin is the leader of the sector the last I checked.. and there is nothing even close to it.

If stock-to-flow is only valid for Bitcoin, gold and some other metals, but can't be applied to other assets of similar nature, what makes the "match" of their stock-to-flow curve in some timeframes more than a coincidence? A theory should be valid for all assets of a given category.

Over my pay grade as voluntary pundit to study into this.... even though it seems to me that you are going on a tangent and getting into the weeds of questions that do not really get to helping anyone with how much weight that they might want to place upon stock to flow as it is applied to bitcoin.. I have asserted that it is amongst the best of our current models so long as coupled with four year fractal and exponential s-curve adoption based on network effects and Metcalfe principles... so I consider stock to flow to be ONLY part of the consideration - even while it seems that it is the best of the frameworks that we have going.. even if we might have to shift the expectations down on their curve a wee bit..


The only valid argument would be that many altcoins don't have really a "mature" market, but just for LTC and XMR this isn't the case. They are actively traded at hundreds of marketplaces. So their price evolution should be valid to contrast the stock-to-flow hypothesis with.

I think that the answer is that they are not the industry leader, so their lunch is going to get eaten by bitcoin.. but that is kind of a mere speculation on my behalf... and I still doubt that there is any reason to get worked up regarding stock to flow not working with them.. but hey.. you do you.

The lack of accounting for demand hardly seems to be as big of a flaw as you are making it out to be, and I suppose that one of the reasons that I have liked to emphasize that stock to flow should be looked at along side the four-year fractal (which surely is somewhat redundant) and also considering exponential s-curve adoption based on network effects and metcalfe principles - is probably my concern (as well) that demand is not sufficiently accounted for in the stock to flow model.. and considering the varying network effects (even the 7 that were outlined by Trace Mayer (https://nakamotoinstitute.org/mempool/the-seven-network-effects-of-bitcoin/)) would be helpful supplements to the stock to flow model.
In my opinion, network effect is probably the main driver of Bitcoin's price appreciation. Thus, I think a detailed analysis of this phenomenon, when applied specifically to Bitcoin, would give more insight than any purely supply-based model like stock-to-flow.

Seems to me that stock to flow helps to ground the theories about networking effects within a parameter that is tailorized to bitcoin.. otherwise you just arrive at amorphous nothingness of pure vague "number goes up" theories without any meat on the bones... stock to flow puts some meat on the bones and provides a kind of framework to consider number goes up ideas.. yeah, it might not be right in its magnitude predictions.. but it gives you some ballpark ideas that are better than merely looking at the vague concepts of 7 different network effects....

In other words, we have to account for BTC's scarcity and how that concretely pushes bitcoin waves (mania periods?).. and S2F seems a good tool for considering that angle of bitcoin.

I would even argue that we can leave supply entirely out as 90% of all Bitcoins were already mined. The effect of halvings on supply inflation is lower in every iteration.

I can see that on a theoretical level, you can consider bitcoin in that direction, but still is not going to get you out of actual bitcoin price dynamics that have a supply curve that has a pretty strong framing effect on bitcoin - even if you strive to ignore it... and come up with other theories that seem to be generally applicable and not really tethered to bitcoins actual dynamics.

By the way, I have always been a bit bothered by the idea that mining causes the bitcoin's to come into existence because they get issued.. but we already know that they are already there.. so for sure, there are ways to calculate that they are already there.. and even get into efficient market hypothesis frameworks to attempt to price in the halvenings and the concrete physical dynamics that even though we know for sure that various coins are going to be issued at specific times, there still seems to exist actual physical and material effects that are not exactly knowable before the halvenings occur, and the actual various behaviors of folks trying to get coins that have been reduced in their issuance quantity that can take several months (or even a year or so) to play out to see how the halvening of the new issuance has caused increased constraints on the coins available and actors within the space adjust their behaviors to figure out the extent that they want coins from the existing supply, the new supply and in the end it might not really matter so much from where the coins are coming, but all the persons involved in the space come to realize that the price is going up because the new issuance is not enough to keep up even considering the existing supply that can get thrown back on the market too (with increases in prices).  Ignore, denigrate and poo poo these supply constraints to your peril...

Supply constraints have been an ongoing dynamic in bitcoinlandia, continue to be an ongoing dynamic and will likely continue to be an ongoing dynamic that continues to push bitcoin into cycles rather than merely vague and amorphous "roll your own" detached NGU baloney.

harmed the bitcoin community... that seems to be bullshit too.

yeah... there may have been people who were overly assigning value to BTC prices to be at least above $98k in November and above $135k in December.. so they got reckt as fuck because they were gambling..

More as about these short-term gamblers I'm worried about two things:

1) longer-term price evolution - stock to flow promises

First of all.. S2F does not promise shit.. you are reading into it, if you believe it to be promising something..  but it does provide some probability frameworks in which you are likely to consider that some scenarios end up being more probable than others, so if you read those as promises, you are failing/refusing to appreciate that (especially in the short-term) minority scenarios can both play out and play out way longer than anyone believes to be reasonable or possible... so surely there are folks who are ready, willing and able to engage in behaviors to cause minority scenarios to play out, and they can do it for a very long time (relatively speaking), but does not mean that they will be successful in terms of breaking the reversion to the mean (even if they are trying to accomplish such.. and even though they might cause the model to have to become tweaked - such as shifting down the curve).

basically a continuation of the steep price increase of the last years. Even if in 2022 or 2023 we see again a strong bull market which gets the price again "in line" with the model, the expectations for 2025 (next post-halving) already are extremely high (500-750K). While it's not completely impossible I doubt this price will be reached in this decade. So roughly in 3-4 years likely there will be many disappointed investors.

The predicted numbers do not seem unreasonable to me, so long as you do not either consider them as guaranteed and also continue to prepare yourself for both UP and DOWN... including appreciating that the asymmetric bet nature of bitcoin includes the idea that you do not need to stock away a whole hell of a lot of value to prepare for UP.. in order to take advantage of UP.. in case it happens - even if you consider such UP as a minority scenario.

I have seen this over and over in bitcoin, in which people fail refuse to adequately prepare for UP.... and surely having a lot of doubts about UP might justify taking a smaller position in regards to UP, but it does not justify NOT preparing for UP or being overly whimpy in terms of your UP preparations or fucking around with trading and trying to time the market and all that kind of bullshit.

On a personal level, newbies should just be figuring out what level of exposure that they want to get, invest for the longer term such as 4-10 years or longer and figure out how much to allocate to bitcoin.. These days investing 1% to 25% of your quasi-investment portfolio into bitcoin would be reasonable for any newbie, and to continue to study the space while getting to your initial investment allocation....

When I got started in bitcoin in late 2013, it took me about a year to get to my own investment allocation - which was 10% (even though I did not know that was going to be my target when I started), and my second year in bitcoin, I largely ended up overallocating into bitcoin and getting up to about 13.5%-ish... Seems to me that these days bitcoin's investment thesis is stronger, and instead of having 1-10% as the recommended initial newbie target, it is more than reasaonble to recommend such a 1% to 25% range, and surely the person is both responsible for choosing their own allocation and also responsible to attempt to learn and adjust strategies along the way... including one of the most basic things that any newbie should do is to assess his/her own particular circumstances including but not limited to cashflow, other investments, view of bitcoin as compared to other possible investments, timeline, risk tolerance and time, skills and abilities to learn, strategize and tweak along the way which may well include reallocating from time to time, trading and the use of financial instruments such as debt and other financial instruments such as margin and options... and surely I don't recommend getting to the more advanced stuff until working out the basics and sticking with more basic plans to make sure to have a solid set of strategies in the basics before using more advanced tools.. and for sure accumulation of BTC basics include dollar cost averaging,  buying on dips and lump sum investing... which I consider DCA to be the most powerful starter technique while attempting to figure out what else to do.. but getting started and getting the fuck off of zero..,. or these other failure/refusal to prepare for up scenarios that you seem to be cautioning d5000.  

2) the focus on the supply side/scarcity as "reason to invest in Bitcoin" gives credit to those critics who view Bitcoin as a "ponzi" or "greater fool game" where everything depends on finding new buyers for an asset whose main virtue is "scarcity". Bitcoin's scarcity is definitively one of the main reasons why it works. But it should never be the only or main reason to invest in it.

Well.. maybe as a newbie bitcoin investor, many folks might not understand the differences between legitimate investments, so I would not expect them to figure it out right away.. and to be fooled into the wrong frameworks, so likely any newbie should be attempting to spend some time to study about bitcoin and also to study about their own finances.. and maybe that is part of the rationale why starting with DCA is amongst the smartest ways to get started in bitcoin.. and also to attempt to study along the way.  For sure, also once a person takes some steps to set up DCA and even to get some kind of a meaningful/substantial stake in bitcoin, then they are going to be in a position that some of the aspects of bitcoin will become more clear to them with the passage of time.. and yeah, if a person is very skeptical about bitcoin, maybe s/he is going to start out with putting just $10 per week into bitcoin, but as they become more familiar they may well be able to achieve something more aggressive, such as $100 per week.. and for sure, any person getting started in bitcoin should be taking steps to assess his/her own situation and to tailor his/her own bitcoin investment to such personal considerations and to reassess along the way.. which surely also might include getting out of bitcoin in the event that there are conclusions that bitcoin is not serving them in ways that they initially thought to be possible... so surely part of the justification of investing small amounts (such as $10 per week) while learning is that none of us should be over-investing into something in which we are not comfortable both financially and psychologically... and for sure, if any of us establishes at least a 4-10 year investment timeline, then we should not be expecting to cash out of any of our bitcoin during that time, so we also have to make sure that we have our cashflow situation under control so that we are not going to need any of the money that we put into bitcoin during that investment timeline.. and surely it is not easy for anyone to get their shit together and to get their finances in order while beginning an investment in bitcoin, another reason to start out small and to maintain something that you know that you can stick with.. while assessing and reassessing and maybe after a few years of being in bitcoin, there will be greater levels of learning that allow such a person to justify becoming more aggressive in his/her bitcoin investing.. perhaps? perhaps?


A combination of both factors could led to a worst-case scenario for Bitcoin: Disappointed investors change massively to the "ponzi critics" group. They get louder and louder in the media, Bitcoin's price plunges, and a general public opinion consent is forming that Bitcoin really is dubious and based on ponzi-like characteristics. Sharp regulation in many countries is likely to follow. While this will probably not mean the "death" of Bitcoin, it would be a major setback, back to 2015 or so.

Seems like a BIG SO WHAT? to me.  People have to take responsibility for themselves, and whatever the market is going to do whatever it is going to do... and hopefully, you are not getting so worked up about such nonsense that you are failing/refusing to prepare your own self in terms of your bitcoin.. and again, frequently there is a considerable pattern of people getting worked up about various nonsense which causes them to inadequately prepare for UP.. so you do what you want if you are getting wrapped up into such nonsense and believe that bitcoin's price dynamics are going to be influenced in the ways that you believe and go in the direction that you believe to be potential .. while ignoring the S2F model elephant in the room - and other more relevant theories including four year fractal and exponential s-curve adoption based on Metcalfe principles and network effects.

To clarify: I am not endorsing the "ponzi" criticism at all. I'm convinced of Bitcoin's genuine strengths (difficult to censor, decentralized, global, etc.). However, I would like the focus for investors to change to demand-side characteristics: use by merchants/consumers, Lightning Network growth, and so on, as the reasons to invest in Bitcoin.

Seems to me that you are lacking quite a bit in your framework of what is bitcoin and how bitcoin is an actual paradigm shifting technology that has been purposefully designed with incentives of supply constraints that make it the soundest money ever made - and which is very powerful in our internet/digital age, and you are failing/refusing to really account for the supply angle that has been influencing bitcoin's price dynamics and likely to continue to influence bitcoin's price dynamics, but hey you can do what you want in terms of the frameworks that you would like to believe and what ways you wish to propagate your ideas about bitcoin's dynamics that seem out of touch with reality to me.... and I am not asserting that your framework is irrelevant, just like the shadows in the cave are not irrelevant.. but they are not as directly relevant to appreciating the actual thing that we have in front of us - aka bitcoin.

Because if we can prove that Bitcoin doesn't depend on a price increase but is really used massively, then this would lead eventually to the definitive rebuttal of the "ponzi criticism", which would be a major achievement for Bitcoin in public opinion, I think.

We don't need to do shit.

Bitcoin speaks for itself, and if people want to get distracted by nonsense.. let them remain distracted... for sure some of these periods of suppression of bitcoin prices allows for more accumulation of BTC at lower prices, so hopefully, you are focusing on yourself rather than trying to save dumb-fucks from focusing on the wrong frameworks. By the way, I am no kind of elitist who is out of touch from reality, but to some extent, you gotta let people figure these things out for themselves, and I doubt that it is helpful to proclaim that S2F is not helpful to understand bitcoin so long as it is coupled by other dominant frameworks of four-year fractal and exponential s-curve adoption based on Metcalfe principles and network effects.  Yeah, there are other things going on, including manipulation and various other factors/indicators that you list, but it seems to me that you are getting overly distracted when you are trying to fight with what is actually going on, including better understanding how S2F fits into this matter, even if you seem inclined to give it less weight than me... but it seems to me that if you are spending so much time fighting it you are likely providing a disservice to yourself and to others, even if you genuinely believe that you have better ways of framing the matter.. and yeah maybe you can argue your nonsense for 4-10 years into the future, when you should have been focusing on ways to at least incorporate S2F into your framework.. but again, do what you like... that's your choice, and there are a lot of folks who are all worked up in their negging on S2F..and if you want to get caught up in such premature delusion.. then that's your choice.

Stock to flow remains one of the best BTC price models that currently exist in bitcoin (if not the best?). even if it is currently 2 standard deviations below the means of expectations.
Let's talk again in 2025 :)

We do not have to wait that long.   I think that people better make sure that they are thinking about bitcoin and acting now, rather than propounding some kinds of nonsense amorphous frameworks that they believe to be better blah blah blah.

Hopefully, you are acting based on information that you have in front of you right now in terms of adequately allocating into bitcoin, and preparing for a variety of scenarios rather than wanting to be right in 3-4 years.. about something that has a variety of paths and none of us should be fucking around with just one framework.. or whatever it is that you are trying to proclaim yourself to be correct about.

Are you wanting to give close to zero weight to S2F?  (maybe 20% or less weight to S2F?)  is that what you are trying to achieve?  After all of this back and forth with you, I still don't know what grounds you in your supposed "better way of thinking" about bitcoin price dynamics/social dynamics.  Are you really saying anything except that you wish that S2F were to have less weight than it does in the minds of folks considering BTC price dynamics. You might even be misappropriating how much weight that you believe others are giving to S2F in order to make your arguments regarding S2F being dead or insufficient in a variety of regards...  blah blah blah.

By the way, even fillippone mentioned above that the stock to flow expectation  for Bitcoin's mean price for the whole of the 4-year period following the halvening is $100k.. so we are a couple of months short of the half way point, and some folks want to completely write off the model?    Shouldn't we get further along in the whole assessment period before arguing both the model has little to no value and that the model is invalid.... blah blah blah.
I've wrote several times in this forum, already months (even years, I think) ago, that I disapprove of the stock-to-flow model, even when it still seemed perfectly valid.

Ok... so you want to say that you hated S2F before it was even fashionable to do so.. great.

I admit that was mostly in the local sections, because I'm not so fluent in English than in Spanish and German and thus are more active in these sections. Many people disagreed with me and that's completely ok.

They probably disagreed with you because you were likely trying to give S2F way less weight than it deserves... Maybe you are trying to suggest that S2F should be less than 10%, but others are in the 40% to 50% or even more arena, but you are also trying to attribute arguments to them that they are in the 80% to 100%, which is also not true.

I would suggest that you reassess some aspects of your wanting to be right rather than trying to be a bit more reasonable in terms of what you might be saying regarding how much weight you are suggesting to be given to S2F... Maybe if you consider that question, you might, at least, find some value in S2F in order to attempt to make some of your arguments more reasonable and more fact based..?  I don't really have too many issues with a lot of what you are saying, except that you seem so damned inclined to negate and denigrate S2F that you seem to be skewing your own presentation of various matters... Maybe I am wrong, but seems that you should be able to frame your arguments better.... but I am also considering if you really do attempt to more fairly frame your arguments, you will likely realize that some of the ways that you are already presenting the matter are not as strong as you are trying to make them out to be merely because you are seeming to want to be right rather than to really think through some of the matters in more reasonable ways.

But it's not that I got "only now" against this model "because it no longer works".

Seems premature to me to be saying that the model is wrong.  Think about it.  The model suggests a $100k average BTC price for the whole of the halvening period, and we are slightly less than half way through the halvening period.  Yeah sure, maybe you could say that the model is too ambitious and maybe only $60k or $80k will come to average out for this particular halvening period?  We also had PlanB spouting out absolutes and floor models, which are different concepts, even though he was basing some of his assertions on his interpretation of the S2F model.. which that portion of his interpretation was shown to be wrong, especially how he framed it.. namely $98k by November and $135k by December....





I think if a model was wrongly conceived from the start, then it should not be used, even if it seems to work for some time. Just there's where the danger lies: we could get confident that it works, but when we most need it (e.g. in the next bear market, when for Bitcoin it would be advantageous to find new investors) it fails completely. See above in the "harm" section.

I don't believe it has failed.  If you have an expected line, the spot price can deviate greatly from expected mean line... under it or over it.. so yeah, currently we are quite greatly under it.. but still.. seems like a BIG SO WHAT?  and likely too soon to be saying that the model is not helpful.... or that it is invalidated or broken or whatever it is that you are saying.


Surely, it may well end up being the case that we get through the whole four-year period, and the stock to flow model (in its current iteration) underperforms the whole four-year period, [...] might well help to inform those of us who are taking such model somewhat seriously as a serious contender in the way we think about BTC price dynamics whether the model might be invalid or whether the model might need some kinds of tweakenings, no?
It should not be tweaked infinitely, though.

I don't see why not.



For some time one can adjust magic constants a bit and add new formula elements to make it work again. But until demand isn't taken into account, its main flaw continues to be present. Did PlanB try to get a peer-review by a serious economist?

Your level of expectations for the model seems to rise to the level of ludicrous... A lot of people have commented on the model at various points in time.. so if you choose to completely discount it or completely worship it, that's on you... .  It's still amongst the best of the models...from my perspective.. even if it is currently quite a bit underperforming prior expectations.


By the way, even if we disagree in most aspects (with the rest of your post, I partially can agree, or at least agree to disagree), thanks for taking the time to answer in detail :)

Of course, we do not disagree about everything.. that's for sure.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: d5000 on February 04, 2022, 12:50:53 AM
I'll limit my answer to the main topics:


1) Using altcoins to check S2F validity: OK, so you're suggesting that Stock-to-Flow only is valid for "industry leaders" (i.e. Bitcoin in the crypto space). In my opinion, this makes the model very specific; you wrote it's "tailored for Bitcoin". We lose then an opportunity to be able to contrast data with more sources to improve the model. (I will not discuss about maximalism/non-maximalism here, because that's a bit off topic.)


2) S2F and "network effect": If I am not wrong, the current S2F formula is the following:

exp(−1,84) * (current supply/block rewards in the last year)

This means that the indicator does only take supply into account, and adds a "magical constant", to make it fit with the price curve.

If we assume that the price of every asset in the world is driven by the relation between supply and demand, this would mean that S2F is basically assuming that we have a constant demand, because the price is completely explained by the supply variation. But I heavily doubt that we have constant demand in Bitcoin. In bear markets, trading volume typically drops, transaction volume often too, and the sinking price itself is obviously also an indicator of shrinking demand. These variations are not part of S2F.

So what S2F is basically assuming is that "Bitcoin's cycles are only explained by supply variations". I think this is wrong, as you can imagine :)

But if I considered S2F at least a little bit useful as a single indicator of a bigger model - and I would not categorically rule that out! - then I would add a demand indicator to it. A simple "adoption curve" like the S-curve you mention, in my opinion, would be too simple. It doesn't take into account a whole lot of factors which could favour (or not) faster adoption in certain regions and/or worldwide, e.g. regulation, evolution of public opinion, trends, but also technical achievements which lead to new use cases (example: Lightning Network) etc.

The problem is of course that demand is difficult to quantify; but one could build on models like the user estimation which is published regularly by crypto.com (an estimation based on exchange user accounts) and combine it with, for example, the Lightning Network growth and transaction volume.


3) The "harm of the model" discussion: You are of course right that people need to learn themselves and take responsibility for their investment decisions. But how can they learn to take better decisions? Reading different sources and opinions. So to take a decision if taking S2F into account or not, they should read PlanBs arguments and those of his critics. PlanB is pretty bold about his model, it seems, so his critics also have to be bold to be heard, and sometimes a bit harsh.

I don't want to repeat what I wrote before but I think if too many people are drawn, by an uncritical endorsement of S2F by too many people and institutions, into wrong decisions, this won't end well.

What I question regarding to "S2F communication" isn't the fan club it has in this forum and among Bitcoin users in general. This is totally legitimate (as are my criticisms, also as a humble simple forum user). But when I see S2F endorsed by Binance's "academy" (lol) then I become skeptic (a "permabull" model would fit well with their growth expectations - again, fodder for the "bitcoin is a ponzi" guys).


4) S2F weight: The problem is that the price predictions which are so popular as colourful chart pics (by PlanB or their followers) really attribute 100% of the long-term price movement to S2F. Or where are other factors displayed in these charts? As I've mentioned above I don't discard S2F entirely as a factor, but I would give it a weight of less than, let's say, 30%. You may say that it describes hype cycles adequately, but there is at least one exception: the first one, in 2011, unrelated to all halvings. Only explainable by other factors related to demand.


5) "Tweaking" a wrong model infinitely: That's what some scientists tried in the 15/16th century to continue to sustain the geocentric model. You can do that for some time, that's reasonable, but if you exaggerate and a contender offers a better explanation based on completely different assumptions, you risk being looked at in the future as at the "wrong side of history". :)  (I have to clarify that I don't know currently a complete "contender", but that may change ...)

6) Importance of supply restriction making Bitcoin "sound money" - here we've simply different opinions. IMO the particular kind of supply restriction Bitcoin employs is not it's main feature, but I don't question people who think so.

By the way: My criticism is basically in line with what Daniele Bernardi wrote here in January (https://cointelegraph.com/news/three-reasons-why-planb-s-stock-to-flow-model-is-not-reliable) (discovered the article just now, I may check the "quantitative model" he's proposing alternatively).

Just one little quote at the end:

Quote from: JayJuanGee
Ok... so you want to say that you hated S2F before it was even fashionable to do so.. great.
lol, no. Read again why I wrote that, if you want :D (it's a reaction on what you wrote in the paragraph I quoted.)


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on February 04, 2022, 09:45:15 AM
I'll limit my answer to the main topics:


1) Using altcoins to check S2F validity: OK, so you're suggesting that Stock-to-Flow only is valid for "industry leaders" (i.e. Bitcoin in the crypto space). In my opinion, this makes the model very specific; you wrote it's "tailored for Bitcoin". We lose then an opportunity to be able to contrast data with more sources to improve the model. (I will not discuss about maximalism/non-maximalism here, because that's a bit off topic.)

I am not sure what factors need to exist or not in order to allow stock to flow to apply to various shitcoins, so seems like a big waste of time to be going down such comparison road blindly and trying to use S2F with shitcoins... because I know that bitcoin is distinguishable from shitcoins, but I rarely debate about such nonsense in terms of comparison contrast because it just seems to lead to muddy thinking and also my point about any shitcoin likely needing to have something like 10x improvement over bitcoin in order to really be a possible contender.. and none of them seem even close in that arena.. so just seems a big wast of time to be either talking about various shitcoins or attempting to apply S2F to them... but do what you like... if that floats your boat.


2) S2F and "network effect": If I am not wrong, the current S2F formula is the following:

exp(−1,84) * (current supply/block rewards in the last year)

This means that the indicator does only take supply into account, and adds a "magical constant", to make it fit with the price curve.

If we assume that the price of every asset in the world is driven by the relation between supply and demand, this would mean that S2F is basically assuming that we have a constant demand, because the price is completely explained by the supply variation. But I heavily doubt that we have constant demand in Bitcoin. In bear markets, trading volume typically drops, transaction volume often too, and the sinking price itself is obviously also an indicator of shrinking demand. These variations are not part of S2F.

Well if you have a price curve that seems to explain a vast majority of what is going on by focusing on supply and keeping demand as a constant, then why get caught up in trying to figure out if demand might have a better constant calculation.. sure with the passage of time, there might be some need to adjust the demand curve because like  you suggested the constant might work in years 1-12 but might not work so well in years 13 -20 or some other period.. so that might be part of something that might need to be tweaked at some point if it is appearing to not capture the rest of what is happening in the model... do even you are admitting that demand is included.. but you wished that it were NOT assumed to be a constant... or the formula for the constant needs to be tweaked somehow.. no problem.. tweak away.. especially if there ends up being a problem in this halvening period (which again seems to be too early to presume a problem for this halvening period, even though currently the spot price remains right around 2 standard deviations below expected price.


So what S2F is basically assuming is that "Bitcoin's cycles are only explained by supply variations". I think this is wrong, as you can imagine :)

Not only do I imagine, you have said it a few times, already.

But if I considered S2F at least a little bit useful as a single indicator of a bigger model - and I would not categorically rule that out! - then I would add a demand indicator to it. A simple "adoption curve" like the S-curve you mention, in my opinion, would be too simple. It doesn't take into account a whole lot of factors which could favour (or not) faster adoption in certain regions and/or worldwide, e.g. regulation, evolution of public opinion, trends, but also technical achievements which lead to new use cases (example: Lightning Network) etc.

You might get caught up in too many weeds by attempting that when a constant seems to be sufficiently enough to project forward...

The problem is of course that demand is difficult to quantify; but one could build on models like the user estimation which is published regularly by crypto.com (an estimation based on exchange user accounts) and combine it with, for example, the Lightning Network growth and transaction volume.

well, yeah.. if you had ways to simplify the demand curve without getting too caught up into weeds.. that might be helpful.

how about using a constant?  hahahahhaaha

3) The "harm of the model" discussion: You are of course right that people need to learn themselves and take responsibility for their investment decisions. But how can they learn to take better decisions? Reading different sources and opinions. So to take a decision if taking S2F into account or not, they should read PlanBs arguments and those of his critics. PlanB is pretty bold about his model, it seems, so his critics also have to be bold to be heard, and sometimes a bit harsh.

It takes a while for any newbie to learn about the bitcoin space, and of course, each of us has to do what we can do.. and in the beginning it is likely more difficult to sort between good and bad information, but after we have studied the space for more than 100 hours, we start to become more confident and after 1,000 hours even more confident.

I don't want to repeat what I wrote before but I think if too many people are drawn, by an uncritical endorsement of S2F by too many people and institutions, into wrong decisions, this won't end well.

Yes.. you have said this, and in markets there are always going to be winners and losers..and I find no reason to change my opinion regarding DCA accumulating into bitcoin is a good idea.. while starting out relatively modestly, building up your accumulation and studying along the way... what else can you do?  except maybe avoid gambling, and you are largely suggesting that a lot of folks are prone to gamble, and sure that is true.. and they get reckt.. but how can you really stop them from gambling unless maybe suggesting another strategy that they might be willing to follow such as DCA accumulating that might cause them to be less inclined towards gambling strategies?

What I question regarding to "S2F communication" isn't the fan club it has in this forum and among Bitcoin users in general. This is totally legitimate (as are my criticisms, also as a humble simple forum user). But when I see S2F endorsed by Binance's "academy" (lol) then I become skeptic (a "permabull" model would fit well with their growth expectations - again, fodder for the "bitcoin is a ponzi" guys).

Sure..some people get caught up in various information sources that might not be very objective, but each person has to decide for himself/herself regarding how to structure their learning.. and maybe while they start to invest in bitcoin whether that is $10 per week, $100 per week or some other amount while they are studying the space, figuring out their own situation and attempting to apply their bitcoin allocation to their own circumstances with with various individually tailored criteria/preparation areas that I have already mentioned.

4) S2F weight: The problem is that the price predictions which are so popular as colourful chart pics (by PlanB or their followers) really attribute 100% of the long-term price movement to S2F. Or where are other factors displayed in these charts? As I've mentioned above I don't discard S2F entirely as a factor, but I would give it a weight of less than, let's say, 30%. You may say that it describes hype cycles adequately, but there is at least one exception: the first one, in 2011, unrelated to all halvings. Only explainable by other factors related to demand.

I don't know.. of course we can look at something for its fit with historical patterns to explain what has happened, and then it's projection forward.  So of course the BIGGER question is how much to use such model for projecting forward so maybe it is directionally correct, but not correct in regards to specifics, but even so if you are trying to project forward, then you can attempt to figure out what you are going to do in terms of whether you buy now or you wait... and really there are strategies that you can create for yourself that attempt to prepare you for a variety of directions that bitcoin could take, and if you end up being directionally correct, then does it really matter if you used the right model or not? ..

As I already mentioned, it seems to me that bitcoin is such an asymmetric bet to the upside that it would be foolish to not be making preparations, and in some sense it is a big so what if you place 10%, 30%, 50, 70% or some other number on S2F's predictive value because in the whole scheme of things maybe some of your views might influence you whether you start out investing $10 per week or $100 per week or some other amount, and surely if you are finding way more bullish models that are motivating you, then you may well gravitate towards more aggressive approaches, but still you should be limited within the prudence of your own finances and tempered by ongoing striving to learn along the way, too.

5) "Tweaking" a wrong model infinitely: That's what some scientists tried in the 15/16th century to continue to sustain the geocentric model. You can do that for some time, that's reasonable, but if you exaggerate and a contender offers a better explanation based on completely different assumptions, you risk being looked at in the future as at the "wrong side of history". :)  (I have to clarify that I don't know currently a complete "contender", but that may change ...)

I doubt that letting the perfect be the enemy of the good, is a great approach.. so yeah, each of us has to take responsibility for our own adoption of a model that might end up being wrong or the model is getting tweaked too much that it was never correct. 

Ultimately I agree with you that no model should just be blindly followed merely because it sounds like what you want to hear.


6) Importance of supply restriction making Bitcoin "sound money" - here we've simply different opinions. IMO the particular kind of supply restriction Bitcoin employs is not it's main feature, but I don't question people who think so.

For me, there seems to be some value in bitcoin's incentivizing hashpower from all over the world.  In my 8+ years in bitcoin, I have continued to be fascinated by the whole thing, and I am so surprised that 8 years later, bitcoin has played out quite more bullishly than even my most bullish of scenarios.. but continuing to study and to continue to find facination.. including that bitcoin is about 1,000x better than gold but only less than 1/10 the price.. so that level of bitcoin's value will likely continue to contribute to bitcoin's ongoing appreciating price.. to meet and exceed gold's value in this cycle or the next cycle, and then 10x to 100x will be easier to achieve, than 1,000x  in terms of bitcoin's price.. so for sure, it could take a while for all of this to play out.. even though people keep working on various aspects, network effects keep building and the various BTC price prediction price models help to give us more nuance than merely being directionally correct, but sometimes they can get us in the ballpark of magnitude correctness too.. even if they cannot necessarily get the timeline right with any kind of precision... but maybe in the ballpark, from time to time...including stock to flow.. getting us in the ballpark of the right kind of thinking about this asset class (aka bitcoin)..

By the way: My criticism is basically in line with what Daniele Bernardi wrote here in January (https://cointelegraph.com/news/three-reasons-why-planb-s-stock-to-flow-model-is-not-reliable) (discovered the article just now, I may check the "quantitative model" he's proposing alternatively).


Any of us can come up with all kinds of numbers.. and I consider the whole potential addressable market to be a bit more than $1 Quadrillion... so bitcoin is likely to absorb all of that at some point.. and it does not even matter if I am correct with any kind of accuracy, because directionally, it seems to be correct and stock to flow also helps us to see how to get there....even if there might be various ways that S2F gets the timeline wrong..,. and surely, if it takes 50 years, 100 years or 150 years for bitcoin to reach the $1 quadrillion plus market cap size, that seems to be a reasonable working premise to me, even if some folks seem to believe such numbers are nutso.. and I am not even using inflation for my numbers.  I am talking in today's values.. and also presuming that bitcoin is also going to create some more value, so that if there is really ONLY $900 trillion rather than more than $1 quadrillion, those are rounding errors in the sense that more value does end up getting built through paradigm shifting technologies/innovations such as bitcoin.

Just one little quote at the end:

Quote from: JayJuanGee
Ok... so you want to say that you hated S2F before it was even fashionable to do so.. great.
lol, no. Read again why I wrote that, if you want :D (it's a reaction on what you wrote in the paragraph I quoted.)

Fair enough.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: d5000 on February 05, 2022, 11:39:45 PM
Well if you have a price curve that seems to explain a vast majority of what is going on by focusing on supply and keeping demand as a constant, then why get caught up in trying to figure out if demand might have a better constant calculation.. [...] do even you are admitting that demand is included.. but you wished that it were NOT assumed to be a constant... or the formula for the constant needs to be tweaked somehow.. no problem.. tweak away..
I'll try to describe why I think that S2F has on a first glance worked so well, why I believe that it doesn't explain most factors of the last hype cycles - and some thoughts how it could be changed to replace the constant with a still simple, but not too simplistic demand-based indicator.

First, why did it work so well? We had in 2012/2013 and 2016/2017 two "post-halvening rallys", and 2021 we saw a third major price rally albeit a bit less sharp. S2F proponents argue that these were fueled mostly due to less miner rewards sold on the market. My explanation to that is a little bit different.

The first halvening had indeed a major effect on Bitcoin's available supply. Miners in 2012 were among the biggest sellers in the market, and in that situation the block reward sharply was reduced from 7200 to 3600 per day when only 10 million were mined (so supply inflation fell from ~7% to ~3.5%). So in this particular case, I guess this had really a major impact on the market, although there were also surely other factors (for example, I remember many new exchanges opened in that period, even if MtGox remained dominant).

2016/17 in my opinion it was already different. Markets were much bigger, miners began to leave the major sellers group being replaced by short/mid-term "traders", but the supply reduction was still relevant. There were already expectations of a similar post-halvening rally like in 2013. This imo helped sentiment to change and to get "the bottom in" in 2015 and fueled psychologically the (still moderate) rally in early 2016. Then just after the halvening there was a low-demand period with slightly bearish market, but in 2017 things were heating up again. I see also the shitcoin rally as a major factor here, particularly the ICO frenzy, because of their dependancy on BTC on exchanges.

Now 2020/21 I think that miners lost most of their relevancy in the sellers group. The 2020/21 rally was fueled by other factors in my opinion: first, a mostly psychologic post-halvening expectation; second the coronavirus pandemic, which made people massively register at online trading sites, either of stocks or cryptos, and led to things like the GameStop rally; and third, the "institutional investor" movement, with Tesla and Michael Saylor at the front. The last one was probably the driver for >30K prices. El Salvador came later and is imo the "culprit" for the ATH in the second half of the year.

The coronavirus pandemic's influence is particularly interesting. Before the rally we saw the deep crash to <5000$ levels, after a pretty bullish year 2019. Had this crash and the pandemic not occurred, it is likely the bitcoin hype cycle would have lead, for the first time in its history, to a new ATH before the halvening (in mid-2019, we saw already prices of only ~30% below the ATH, and the +10000 prices continued in early 2020, so March/April 2020 would have been a likely date for that ATH). But it didn't happen, so I'll not go into depth here.

What is my conclusion for a "better" S2F-influenced price model?

First, I would divide the "post-halvening rally effect" into two indicators: "real" supply effect (which can be measured with S2F) and psychological effect, with the first one declining over time, but the second one remaining relatively constant for a longer period.

Second, I would add an "usage" factor, with two components: 1) in times where blocks are not full would be majorly driven by transaction volume, and when blocks are full, by LN node stats. 2) an estimation of exchange users with the crypto.com methodology. Usage is not the same as demand, but has solid economics foundations in the Quantity Theory of Money.

These would be the two main ingredients of the formula. I would do now what PlanB did when he introduced S2F: search for the weight of S2F and "usage" the best approximate to the real price chart, and using this for.

A third ingredient could be "external factors". For example interest rates could be interesting to compare to Bitcoin prices; also the main stock markets. Regulation is another factor but this is already going to much "into the weeds" as you wrote; apart the "usage" factor should already covering these variations.

So this would roughly be my proposal for a price model. Like it or not :)


Ah, there's imo absolutely nothing wrong with DCA. I would also recommend this technique to every newbie, but not citing S2F as the main reason but a likely adoption growth.


For me, there seems to be some value in bitcoin's incentivizing hashpower from all over the world. [...] bitcoin has played out quite more bullishly than even my most bullish of scenarios..
I think that happened to most of us. But in my opinion this isn't a proof of Bitcoin's price increase being fueled mainly by supply-side mechanisms.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on February 06, 2022, 07:10:39 AM
Well if you have a price curve that seems to explain a vast majority of what is going on by focusing on supply and keeping demand as a constant, then why get caught up in trying to figure out if demand might have a better constant calculation.. [...] do even you are admitting that demand is included.. but you wished that it were NOT assumed to be a constant... or the formula for the constant needs to be tweaked somehow.. no problem.. tweak away..
I'll try to describe why I think that S2F has on a first glance worked so well, why I believe that it doesn't explain most factors of the last hype cycles - and some thoughts how it could be changed to replace the constant with a still simple, but not too simplistic demand-based indicator.

First, why did it work so well? We had in 2012/2013 and 2016/2017 two "post-halvening rallys", and 2021 we saw a third major price rally albeit a bit less sharp. S2F proponents argue that these were fueled mostly due to less miner rewards sold on the market. My explanation to that is a little bit different.

The first halvening had indeed a major effect on Bitcoin's available supply. Miners in 2012 were among the biggest sellers in the market, and in that situation the block reward sharply was reduced from 7200 to 3600 per day when only 10 million were mined (so supply inflation fell from ~7% to ~3.5%). So in this particular case, I guess this had really a major impact on the market, although there were also surely other factors (for example, I remember many new exchanges opened in that period, even if MtGox remained dominant).

2016/17 in my opinion it was already different. Markets were much bigger, miners began to leave the major sellers group being replaced by short/mid-term "traders", but the supply reduction was still relevant. There were already expectations of a similar post-halvening rally like in 2013. This imo helped sentiment to change and to get "the bottom in" in 2015 and fueled psychologically the (still moderate) rally in early 2016. Then just after the halvening there was a low-demand period with slightly bearish market, but in 2017 things were heating up again. I see also the shitcoin rally as a major factor here, particularly the ICO frenzy, because of their dependancy on BTC on exchanges.

Now 2020/21 I think that miners lost most of their relevancy in the sellers group. The 2020/21 rally was fueled by other factors in my opinion: first, a mostly psychologic post-halvening expectation; second the coronavirus pandemic, which made people massively register at online trading sites, either of stocks or cryptos, and led to things like the GameStop rally; and third, the "institutional investor" movement, with Tesla and Michael Saylor at the front. The last one was probably the driver for >30K prices. El Salvador came later and is imo the "culprit" for the ATH in the second half of the year.

The coronavirus pandemic's influence is particularly interesting. Before the rally we saw the deep crash to <5000$ levels, after a pretty bullish year 2019. Had this crash and the pandemic not occurred, it is likely the bitcoin hype cycle would have lead, for the first time in its history, to a new ATH before the halvening (in mid-2019, we saw already prices of only ~30% below the ATH, and the +10000 prices continued in early 2020, so March/April 2020 would have been a likely date for that ATH). But it didn't happen, so I'll not go into depth here.

As I read through your above description, I was considering whether I should attempt to critique point by point or to even go into my own attempt at an overview perspective regarding various causal factors, and overall, I just find it too self-selectively problematic to be attempting to be going through those various single/multiple causal factor explanations when they are better overviewed the three dominant prominent and currently credible BTC price dynamics models of: 1)  stock to flow curves, 2) hype cycles (such as 4-year fractal - which is redundant with S2F) and coupled with 3) exponential s-curve adoption based on Metcalfe principles and network effects.  

To me, it continues to make little sense for you to be wanting to continue to be getting caught up in the various nonsense short-term explanations regarding how demand might have increased or decreased at various points in time including how public sentiment might have also changed based on various fluctuating macro factors and even the behaviors of various rich people/institutions and governments coming into the space to talk up the BTC price and through their own concrete actions of increasingly buying BTC, too... which surely these folks coming into the space - as well as the various shitcoin snake-oil salesmen imitators influencing the bitcoin space (and the
BTC price in various ways) have been kind of inevitable too..and part of network effects in regards to financialization, speculation and developmental experimentations.

In other words, I just see you getting caught up into too many details of various single/multiple cause explanations that fail/refuse to really account for overall dynamics of the three BTC price model considerations/framing that are the most relevant.

What is my conclusion for a "better" S2F-influenced price model?

First, I would divide the "post-halvening rally effect" into two indicators: "real" supply effect (which can be measured with S2F) and psychological effect, with the first one declining over time, but the second one remaining relatively constant for a longer period.

Second, I would add an "usage" factor, with two components: 1) in times where blocks are not full would be majorly driven by transaction volume, and when blocks are full, by LN node stats. 2) an estimation of exchange users with the crypto.com methodology. Usage is not the same as demand, but has solid economics foundations in the Quantity Theory of Money.

These would be the two main ingredients of the formula. I would do now what PlanB did when he introduced S2F: search for the weight of S2F and "usage" the best approximate to the real price chart, and using this for.

A third ingredient could be "external factors". For example interest rates could be interesting to compare to Bitcoin prices; also the main stock markets. Regulation is another factor but this is already going to much "into the weeds" as you wrote; apart the "usage" factor should already covering these variations.

So this would roughly be my proposal for a price model. Like it or not :)

Well if no one has made such modifications and modeled it out, then what is stopping you?  personally it comes off as adding a whole bunch of noise that may or may not make much of a difference.

I already stated that I acknowledge that a lot of the ideas of PlanB and his stock to flow model already existed in BTC prior to PlanB coming on the scene in early 2019.. PlanB merely formulated such ideas in a data-driven way that helped a lot of people to potentially consider BTC price dynamics in better ways including considering limited supply dynamics in a better and more meaningful framework.

Personally, I have also never placed all of my eggs in the stock to flow basket - not because I find it wrong, but probably for reasons similar to you, I believe that it lacks some explanatory angles including a need to reemphasize the four year fractal and also a need to supplement considerations of network effects and Metcalfe principles.  I am not placing my overall framework into any comprehensive model, but I do believe S2F remains part of the best of frameworks when coupled as part of a three part package...and for sure some variance in there too in terms of there is an expected mean price, but the actual price can deviate quite far above or below the mean price which would not invalidate the model but only possibly cause it to either need more time for the whole matter to play out (and catch up to the mean) or maybe the men has to be tweaked to some extent.. perhaps? perhaps?  but no need to throw out the whole model when it explains a whole hell of a lot already...

and yeah, you d5000 can add your various variables to stock to flow in order to better explain it - and hopefully you are able to do it in a somewhat comprehensive way because it is pretty damned vague as you are currently explaining what you are going to add and how it is going to be added to perhaps tell us where we have been historically in terms of where we are at now and where we are likely to be going.


Ah, there's imo absolutely nothing wrong with DCA. I would also recommend this technique to every newbie, but not citing S2F as the main reason but a likely adoption growth.


Well you can withhold information if you like and provide some vague ideas, and sure of course, everyone has to figure out for himself/herself whether to get into bitcoin and how to go about it.  Another thing is there are various levels of both receptivity and willingness for normies to actually look into any matter that you might spend time presenting/explaining to them.   A lot of newbies and normies out there in society do not even closely know what the fuck bitcoin is, even if they had heard about the name.. and they can maybe describe it from some kind of theoretical perspective, and surely it can take a very long time for them to actually even learn how bitcoin is differentiated from the various kinds of shitcoin projects, IPOs, Meme coins, DeFi marketed nonsense, NFTs - and some people will learn by getting distracted into nonsense, and a few will be able to focus on bitcoin right from the start to learn about bitcoin first - but still might get tempted into various distracting nonsenses about various shitcoins and also various shit theories about how bitcoin got to where it is (price and otherwise), where bitcoin is at currently (perhaps actual price compared to potential price) and where it is likely to go (various ways to attempt to accomplish expected value (ev) calculations).

Part of my point is that we can choose how much to share with folks regarding our own journey into bitcoin and our historical or current practices, and even spending a lot of time with folks in discussing these matters might cause them to remain apathetic or failing refusing to act.. and surely getting started with DCA'ing can at least get some folks started and inspire them to attempt to learn more about bitcoin.. not always but sometimes.  People are busy with their own lives and sometimes it can take a whole hell of a lot of time just to see that someone actually takes an active stance to start DCA'ing into bitcoin and to spend some time learning along the way (might have to move something else out of their schedule, no?.. not easy for any of us.. even if we are a student, for a variety of reasons we might not have bitcoin on the list of topics that we are aiming to learn first).

For me, there seems to be some value in bitcoin's incentivizing hashpower from all over the world. [...] bitcoin has played out quite more bullishly than even my most bullish of scenarios..
I think that happened to most of us. But in my opinion this isn't a proof of Bitcoin's price increase being fueled mainly by supply-side mechanisms.

Seems to be a pretty strong piece of evidence of real world behavior of power behind the idea of securing the network and securing the ideas of bitcoin's scarcity as one of the rules.. of course, there are some other rules too that are enforced.. and if you do not attempt to account for how much power is going into bitcoin, you may well misunderstand (or misappropriate) what is bringing value to it and why so many folks are fighting to get it (mine it) and to have their various ongoing mining operations in place all over the world.. the running of nodes too - enforces the scarcity rules.. you going to try to change bitcoin?  or say some other system can challenge it?  better look at trying to steal (or co-opt) some of that hashpower.. how do you do it? incentives?  scarcity incentives?  cycles of bitcoin issuances and reduction of supply with the passage of time?  incentives for providing hashpower in bitcoin seems connected to the way supply is structured in bitcoin to me.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: d5000 on February 07, 2022, 09:10:30 PM
In other words, I just see you getting caught up into too many details of various single/multiple cause explanations that fail/refuse to really account for overall dynamics of the three BTC price model considerations/framing that are the most relevant.
I'll try to explain why I think that these details matter. To be brief I'll center on one example: Lightning Network.

Bitcoin until 2018 (when LN was first implemented on mainnet) had a massive scalability problem. This would have limited its use cases a lot - only 1-2% of the world population, in the most optimistic scenario (nobody spamming nor using BTC more than a handful of times) would have been able to make a single transaction per year (be it for commerce, or savings, or speculation) if a second layer solution wasn't available.

LN changed that, to the extent that it is now possible to "onboard" the whole world (with some trickery like channel factories and user management, but it will work eventually). This means that a technical achievement, which can't be explained by S2F or other simplistic theories, immensely enlarged the potential user base. This changes the potential maximum value of the network and thus the whole potential price growth equation.

In my opinion even these small examples already invalidate a mostly S2F based approach. I'm also pretty much sure that the price increase of 2021 was only possible because of the positive scalability situation LN has generated. Scalability issues are no longer a threat to Bitcoin's overall viability.

Here's an article (https://protos.com/bitcoin-stock-to-flow-planb-invalidated-100k-by-december-womp-womp/) (not by me) that mentions other examples:

Quote from: protos.com
The following events all helped BTC reach all-time highs this year:

    Taproot,
    El Salvadors adoption of Bitcoin,
    the SECs first approval of an ETF,
    and record-breaking fiscal stimulus.

These aren't "details"/"noise" but major milestones, without them the adoption curve and also the price would look different.

Well if no one has made such modifications and modeled it out, then what is stopping you?
I don't rule out to eventually build such a model. But first I'd like to investigate if there are other models already made which go in the same direction.

personally it comes off as adding a whole bunch of noise that may or may not make much of a difference.
The "noise" has the potential to make the whole model more robust. PlanB has published his model in 2019. Basically his model "worked" until mid-2021, thus for two years (because the events before are better explained by his magical constant). If the price now continues to diverge from the S2F model, we can conclude that it's not an adequate model, to say it friendly.

If we find, however, the correct "noise" components then the model could be more flexible, in the sense of reacting to a slower or faster demand curve.

I already stated that I acknowledge that a lot of the ideas of PlanB and his stock to flow model already existed in BTC prior to PlanB coming on the scene in early 2019.
Yep, you're right - this is what I mentioned as the "post-halving rally expectation". Basically the idea is very simple.

PlanB merely formulated such ideas in a data-driven way that helped a lot of people to potentially consider BTC price dynamics in better ways including considering limited supply dynamics in a better and more meaningful framework.
And here I disagree again. His model is too static to be "meaningful", in my opinion.

Personally, I have also never placed all of my eggs in the stock to flow basket - not because I find it wrong, but probably for reasons similar to you, I believe that it lacks some explanatory angles including a need to reemphasize the four year fractal and also a need to supplement considerations of network effects and Metcalfe principles.
That's good.

Well you can withhold information [...]
If I say to a newbie "Invest in Bitcoin, it will has an inmense adoption potential" instead of "Invest, because of S2F", then I'm not "witholding information". I would of course not withold the information about the scarcity model itself (halving cycle etc.), as I've stated already in this discussion, I consider a solid scarcity model a basic requirement for every "currency" or "asset". But why should I mention a model I consider wrong?

I however agree with the rest of what you wrote in that section about DCA/newbies.

Seems to be a pretty strong piece of evidence of real world behavior of power behind the idea of securing the network and securing the ideas of bitcoin's scarcity as one of the rules.. of course, there are some other rules too that are enforced.. and if you do not attempt to account for how much power is going into bitcoin, you may well misunderstand (or misappropriate) what is bringing value to it and why so many folks are fighting to get it (mine it) and to have their various ongoing mining operations in place all over the world.
For me "why so many folks are fighting to get int (mine it)" has a much simpler answer: because mining is a profitable business model. Bitcoin's scarcity is, again, the requirement for that to work. Miners obviously know about Bitcoin's scarcity model. But not necessarily because of S2F or generally a rising price prediction. They would be also happy if the current price/profitability simply continues.

the running of nodes too - enforces the scarcity rules.. you going to try to change bitcoin?  or say some other system can challenge it?  better look at trying to steal (or co-opt) some of that hashpower.. how do you do it? incentives?  scarcity incentives?  cycles of bitcoin issuances and reduction of supply with the passage of time?  incentives for providing hashpower in bitcoin seems connected to the way supply is structured in bitcoin to me.
I think it wouln't be easy for any altcoin operator to "steal" relevant hashpower from Bitcoin, because of all the advantage (above all regarding brand image and network effect) it has accumulated over the years. But if I wanted to try hard, I would focus on demand stimulation. Because the other way around (providing an even "more scarce" coin, e.g. one with completely fixed supply) has failed every time it was attempted.

So no, I don't see scarcity as the main incentive for providing hashpower. It is only the pre-requisite for any potential demand increase/adoption to work (because only if it's scarce, it's an asset), but it isn't the dominant price-predictive indicator for me.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on February 08, 2022, 03:51:05 AM
In other words, I just see you getting caught up into too many details of various single/multiple cause explanations that fail/refuse to really account for overall dynamics of the three BTC price model considerations/framing that are the most relevant.
I'll try to explain why I think that these details matter. To be brief I'll center on one example: Lightning Network.

Bitcoin until 2018 (when LN was first implemented on mainnet) had a massive scalability problem. This would have limited its use cases a lot - only 1-2% of the world population, in the most optimistic scenario (nobody spamming nor using BTC more than a handful of times) would have been able to make a single transaction per year (be it for commerce, or savings, or speculation) if a second layer solution wasn't available.

LN changed that, to the extent that it is now possible to "onboard" the whole world (with some trickery like channel factories and user management, but it will work eventually). This means that a technical achievement, which can't be explained by S2F or other simplistic theories, immensely enlarged the potential user base. This changes the potential maximum value of the network and thus the whole potential price growth equation.

Sure, I am personally familiar with such history, including the blocksize wars, and I really doubt your thesis that LN saved bitcoin from itself as a potentially deficient network.

Of course, LN brought additional value to bitcoin, yet a vast majority of the power of bitcoin was already embedded in its original design.. and sure, over the years, the various software updates have brought additional value, utility and abilities to continue to build on such an innovative and paradigm shifting phenomena that had already gone live in 2008 with the issuance of the whitepaper, and January 3, 2009 with the mining of the first block.

I am not very receptive to your assertions that bitcoin was materially and sufficiently inadequate prior to LN, segregated witness, taproot or any other subsequent and ongoing incremental innovations.. and for sure over the years, bitcoin's software development in terms of both power and useability are just part and parcel of one of the network effects related to development of the software, developers and ongoing developments that have been ongoingly taking place over the last 13 years + of bitcoin's existence.


In my opinion even these small examples already invalidate a mostly S2F based approach.

You can see it how you wish, and I don't even feel inspired to battle you further on these matters because I believe that I have already largely responded.

I'm also pretty much sure that the price increase of 2021 was only possible because of the positive scalability situation LN has generated. Scalability issues are no longer a threat to Bitcoin's overall viability.

From my perspective, that seems like a pretty lame explanation, but hey, you are free to believe what you like.


Here's an article (https://protos.com/bitcoin-stock-to-flow-planb-invalidated-100k-by-december-womp-womp/) (not by me) that mentions other examples:

Quote from: protos.com
The following events all helped BTC reach all-time highs this year:

    Taproot,
    El Salvadors adoption of Bitcoin,
    the SECs first approval of an ETF,
    and record-breaking fiscal stimulus.

These aren't "details"/"noise" but major milestones, without them the adoption curve and also the price would look different.

No reason for me to even address these... and like I said, you and a variety of other people have the right to get on whatever various tangents that you like in terms of attempting to understand where we are at, how we got here and where we might be going....

Well if no one has made such modifications and modeled it out, then what is stopping you?
I don't rule out to eventually build such a model. But first I'd like to investigate if there are other models already made which go in the same direction.

Fair enough.

personally it comes off as adding a whole bunch of noise that may or may not make much of a difference.
The "noise" has the potential to make the whole model more robust. PlanB has published his model in 2019. Basically his model "worked" until mid-2021, thus for two years (because the events before are better explained by his magical constant).

Your deeming of the models failure does not mean that it failed... Again.. do what you like, but it seems quite far from failing, like I already asserted several times.


If the price now continues to diverge from the S2F model, we can conclude that it's not an adequate model, to say it friendly.

Maybe?  We are not even two years into this particular halvening period that S2F projects to average $100k for the whole halvening period.. so yeah.. perhaps the BTC price is going to continue to diverge, but as far as I can tell the model seems to be pretty much on schedule, or pretty damned close to being on schedule.

Maybe it is worth it for me to reiterate this one more time.  Largely S2F is attempting to project that BTC prices will average $100k for the whole of this particular halvening period.... so for sure, half way through the halvening period the actual price is way undershooting the projected $100k BTC price for the whole period..

Looking at the 104-week moving average (which is the average BTC price for the past two years), we can see that currently the 104-week moving average is at about $32k..

And if we look at the 208-week moving average (which is the average weekly price for the last four years), we see that it is at about $19,500, so for sure, the 104-week moving average already shows an already existing average that is way below $100k, and the 208-week moving average has a decently long way to catch up to get to $100k by the next halvening (during this halvening period)...

From my perspective it is way the hell too premature to be writing it off as if it were impossible or if it were a lost cause, blah blah blah... Even if we were to stick with a relatively historical average of how the 208-week moving average has been moving up, we are seeing that the 208-week moving average has historically moved up about 75% per year (and last year the 208-week moving average moved up around 130%)(look at my projection of the 208-week moving average) (https://bitcointalk.org/index.php?topic=5376945.msg58719591#msg58719591)...

You can also look at specific dates of the 200-week moving average as compared with spot price on this website (https://www.lookintobitcoin.com/charts/200-week-moving-average-heatmap/).
seems like a bunch of S2F deniers wanting to both de-emphasize S2F and to cause people to get distracted by a bunch of non-grounded whimsical nonsense who keep wanting to denigrate the importance of S2F, and as I already said several times, there is a lot of factual price movement that still lines up with S2F, but likely S2F is not the only reference to explain factual/logical based context for where we are at, how we got here and where we are likely going.



By the way, if we continue to get something like 75% appreciation of the 208-week moving average in the coming couple of years, that will still get us to around $88k by May 2024, which would hardly cause me to want to throw out S2F as if it were broken in any kind of meaningful way... even if it may well need to get tweaked to account for the data, rather than the projection of the data... .

I will also admit that it may well be a bit too presumptuous to project that the 208-week moving average is going to continue to move up at an average of 75% per year, but hardly seems as if there is any kind of urgent need to rush out and fix it.. because surely we can watch the data as we go and to see if the 208-week moving average continues to move up at that pace or a likely lower pace as bitcoin continues to mature and its overall market cap continues to grow... 

If we find, however, the correct "noise" components then the model could be more flexible, in the sense of reacting to a slower or faster demand curve.

Nothing wrong if you can figure out ways to project the future BTC price more accurately.. no one is going to denigrate you for that.. but still seems to me that S2F is going to end up playing some kind of ongoing meaningful part, even if it might become lesser and lesser of a part.

I already stated that I acknowledge that a lot of the ideas of PlanB and his stock to flow model already existed in BTC prior to PlanB coming on the scene in early 2019.
Yep, you're right - this is what I mentioned as the "post-halving rally expectation". Basically the idea is very simple.

Well.. attempted to be explained in a kind of everyman way, even though still based on attempting to scientifically plot out the data points and to describe the underlying logic in scientific terms that are framed also in layman ways of expressing it.

PlanB merely formulated such ideas in a data-driven way that helped a lot of people to potentially consider BTC price dynamics in better ways including considering limited supply dynamics in a better and more meaningful framework.
And here I disagree again. His model is too static to be "meaningful", in my opinion.

He plots out the weekly moving averages.. or is it the monthly?  whatever... it accounts for enough in my opinion.. why overcomplicate matters with too much (if any) irrelevant baloney.

Personally, I have also never placed all of my eggs in the stock to flow basket - not because I find it wrong, but probably for reasons similar to you, I believe that it lacks some explanatory angles including a need to reemphasize the four year fractal and also a need to supplement considerations of network effects and Metcalfe principles.
That's good.

Well you can withhold information [...]
If I say to a newbie "Invest in Bitcoin, it will has an inmense adoption potential" instead of "Invest, because of S2F", then I'm not "witholding information". I would of course not withold the information about the scarcity model itself (halving cycle etc.), as I've stated already in this discussion, I consider a solid scarcity model a basic requirement for every "currency" or "asset". But why should I mention a model I consider wrong?

I however agree with the rest of what you wrote in that section about DCA/newbies.

Seems to be a pretty strong piece of evidence of real world behavior of power behind the idea of securing the network and securing the ideas of bitcoin's scarcity as one of the rules.. of course, there are some other rules too that are enforced.. and if you do not attempt to account for how much power is going into bitcoin, you may well misunderstand (or misappropriate) what is bringing value to it and why so many folks are fighting to get it (mine it) and to have their various ongoing mining operations in place all over the world.
For me "why so many folks are fighting to get int (mine it)" has a much simpler answer: because mining is a profitable business model. Bitcoin's scarcity is, again, the requirement for that to work. Miners obviously know about Bitcoin's scarcity model. But not necessarily because of S2F or generally a rising price prediction. They would be also happy if the current price/profitability simply continues.

Still seems that S2F would play a part, but of course, miners might have a variety of ways of calculating their business considerations and some miners likely cash out on a regular basis and other miners save more of their coins.  I believe the last couple of years, some of Saylor's ideas have become more pervasive in mining in terms of contributing to more of them attempting to hold onto more of their coins... and of course, there are going to be quite a few variables in terms of size of operation or even how long that they have been in it and even some of their geographical/jurisdictional concerns with the miners.

the running of nodes too - enforces the scarcity rules.. you going to try to change bitcoin?  or say some other system can challenge it?  better look at trying to steal (or co-opt) some of that hashpower.. how do you do it? incentives?  scarcity incentives?  cycles of bitcoin issuances and reduction of supply with the passage of time?  incentives for providing hashpower in bitcoin seems connected to the way supply is structured in bitcoin to me.
I think it wouln't be easy for any altcoin operator to "steal" relevant hashpower from Bitcoin, because of all the advantage (above all regarding brand image and network effect) it has accumulated over the years.

Sure.. Several have tried over the years, but there does not seem to be a whole hell of a lot of evidence of long term success of any of the shitcoins in that direction, so far... and you are free to bet on whatever horse that you like, including getting involved with various ongoing smoke and mirror sham imitation snakeoil projects.  Lots of folks get diverted in to such nonsense, and some make money through it too... again, seems like further noise to me, but lots of rich snot-nosed 14 years olds would laugh in my face regarding all the money they made in their baloney ponzi schee or money printing "creative" projects.


But if I wanted to try hard, I would focus on demand stimulation. Because the other way around (providing an even "more scarce" coin, e.g. one with completely fixed supply) has failed every time it was attempted.

Hard to get even more scarce than bitcoin, even though some of the bullshit NFTs like to market themselves as such... but likely to find out that there is something about security through bitcoin as compared with whatever various chain some of that supposedly scarce baloney is propagated and marketed...

By the way, scarce is important, but liquid is important too.. and bitcoin has both and still building.

So no, I don't see scarcity as the main incentive for providing hashpower. It is only the pre-requisite for any potential demand increase/adoption to work (because only if it's scarce, it's an asset), but it isn't the dominant price-predictive indicator for me.

Seems that miners building around bitcoin have some better assurances than if they build around other projects, even though there are some miners who are creative in their switching abilities.. and so yeah, it could take 10, 20, 50 years to wind out a variety of these bouncing around of hashpower.. even though it seems that bitcoin is not even close to having anything with something close to rival it. the china mining was a good test of bitcoin's hashpower fluctuations in 2021.. and now bitcoin is back to record high hashpower, which seems to show that incentives to mine bitcoin seem to be working.. unless it is some kind of BIG ploy.. which it seems to NOT be because bitcoin mining hashpower does seem to have quite a bit of geographical diversity and even diversity in those controlling the mining.. even though it is not 100% transparent, either. 

Bitcoin mining does not seem to be broken in any kind of substantial or meaningful way, and I will again venture to assert that it is quite likely that there are a lot of very strong incentives that have already been designed into the reason that miners want to mine on bitcoin, including its openness, scarcity and difficulty adjustments that help for the measuring and monitoring of the network.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: d5000 on February 08, 2022, 09:55:51 PM
I am not very receptive to your assertions that bitcoin was materially and sufficiently inadequate prior to LN, segregated witness, taproot or any other subsequent and ongoing incremental innovations..
Well, I didn't really want to say something like "inadequate". However, we don't know what Bitcoin's final niche will be. Without LN, its best case scenario could have been a popular Internet currency for remittances, international e-commerce and some saving/speculation. This would also have been a "success".

But with second layers like LN, the maximalist and ultra-maximalist scenarios (i.e. Bitcoin as the main value mechanism of the world) have become possible, which before weren't, at least not if we assume that users should use decentralized mechanisms.

So what LN changed is not a question of "success" / "not success" or "adequate" / "inadequate" but a question of the maximum "grade" of success Bitcoin can achieve, which largely depends on the user base it can attend.

and for sure over the years, bitcoin's software development in terms of both power and useability are just part and parcel of one of the network effects related to development of the software, developers and ongoing developments that have been ongoingly taking place over the last 13 years + of bitcoin's existence.
The problems related to Bitcoin's scalability aren't trivial at all, so it may have been possible that something like LN was never discovered. For example, second-layer development initially centered on sidechains, but even 6-8 (or more?) years after the first sidechain concept we haven't a working decentralized model for Bitcoin (Drivechain is cool, but its still, after several years, in its absolute infancy and has still to prove its usefulness). However you're right that "developer network effect" matters and there are a lot of incentives to find solutions for Bitcoin's problems (Bitcoin millionaires can fund development, etc.).

You can see it how you wish, and I don't even feel inspired to battle you further on these matters because I believe that I have already largely responded.
OK.

From my perspective it is way the hell too premature to be writing it off as if it were impossible or if it were a lost cause
I even agree here with you that it's still premature, perhaps I wasn't clear enough in the last post. The scenario where the S2F-based price prediction diverges fundamentally from the real price evolution is a long term scenario. The next year we can't say its prediction has failed, purely from analyzing price.

But what we can, is look at its basic hypotheses which sustain it, and that's where I think it fails. But yeah, I think my point was already made clear enough.

But if I wanted to try hard, I would focus on demand stimulation. Because the other way around (providing an even "more scarce" coin, e.g. one with completely fixed supply) has failed every time it was attempted.

Hard to get even more scarce than bitcoin, even though some of the bullshit NFTs like to market themselves as such... but likely to find out that there is something about security through bitcoin as compared with whatever various chain some of that supposedly scarce baloney is propagated and marketed...
You could make a blockchain where all coins are mined in the first year, and then miners only collect transaction fees. I think these things were already attempted (albeit mostly with premined shitcoins, which changes a lot I think). But I totally agree here: it will be 99,9% fail because of Bitcoin's already big advantage. And yeah:

By the way, scarce is important, but liquid is important too.. and bitcoin has both and still building.
Completely d'accord.

Bitcoin mining does not seem to be broken in any kind of substantial or meaningful way, and I will again venture to assert that it is quite likely that there are a lot of very strong incentives that have already been designed into the reason that miners want to mine on bitcoin, including its openness, scarcity and difficulty adjustments that help for the measuring and monitoring of the network.
Agree here too, mostly - Bitcoin's incentive model is very well thought out, and I think the way the halving cycle is designed is also a component of its attractiveness. The only problem I have is with the predictive value of a model which only (or mostly) takes into account the supply fluctuations originated by halvings, and not other (imo more important) factors.

I believe we can close this discussion, we simply disagree on the weight we would attribute to the halving cycle (and thus, S2F) for price predictions.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on February 09, 2022, 05:59:49 AM
I am not very receptive to your assertions that bitcoin was materially and sufficiently inadequate prior to LN, segregated witness, taproot or any other subsequent and ongoing incremental innovations..
Well, I didn't really want to say something like "inadequate". However, we don't know what Bitcoin's final niche will be.

We are not going to quibble about which word to use are we?  You have already asserted your opinion that there was something wrong with bitcoin prior to the addition of LN.  I don't agree with you, but you have your right to whatever assessment you want to make, even if it leads you into what I believe is a ridiculous way of assessing the matter...

From my perspective, that kind of thinking has a lot of muddled with BIG blocker nonsense talking points, and they were wrong about a lot of things - even if you want to continue to carry some of their underlying values by perpetuating some of their talking points, that's up to you.


Without LN, its best case scenario could have been a popular Internet currency for remittances, international e-commerce and some saving/speculation. This would also have been a "success".

First, our reality is that we do have a world with LN and a variety of other potential second layer solutions, so I see little need to speculate in this regard about the non-existence of LN and various second layer solutions.. they are a reality and a part of bitcoin's progressive journey in development (and not even necessarily any kind of outrageous surprise, either).

Second, maybe it can be helpful to consider bitcoin in terms of hypothetically what if this had not happened.. sure I will give you that..even if it is not seeming to be very in touch with actual on the ground facts.

Third, perhaps you have listed most of bitcoin's possible use cases absent LN/second layer solutions, and sure we agree that bitcoin is a success just with those.... if that happens to catch everything.

But with second layers like LN, the maximalist and ultra-maximalist scenarios (i.e. Bitcoin as the main value mechanism of the world) have become possible, which before weren't, at least not if we assume that users should use decentralized mechanisms.

Maybe.  Perhaps.

Seems like a bit of a nonsense and detached from facts speculation, and I don't see how fruitful it is.

Maybe I have been too traumatized by too many trolls and disingenuine posters in the past.  They post about so many pie in the sky outlandish possible scenarios that could happen, and sure it is true that those things could happen, but we have more likely scenarios 1, 2, 3 and 4 and they are not even discussed, instead we devolve into talking about pie in the sky scenarios 5, 6, 7, and 8.  I don't find that as very good use of my time.. and it seems to devolve into thread cluttering.. taking us away from the more important and more likely scenarios 1, 2, 3 and 4.

So what LN changed is not a question of "success" / "not success" or "adequate" / "inadequate" but a question of the maximum "grade" of success Bitcoin can achieve, which largely depends on the user base it can attend.

Ok... no problem.  Bitcoin has more use cases with LN (and other second layer solutions) than without LN (and other second layer solutions).. agreed.

and for sure over the years, bitcoin's software development in terms of both power and useability are just part and parcel of one of the network effects related to development of the software, developers and ongoing developments that have been ongoingly taking place over the last 13 years + of bitcoin's existence.
The problems related to Bitcoin's scalability aren't trivial at all, so it may have been possible that something like LN was never discovered.

Hard to know.  There was a particular path that the 2015-2017 block wars took, and at some point in late 2015, Peter Wuille suggested Segregated Witness, which had been a problem that he had already been working on for another context, and it seemed to end up fitting well with resolving some of the blocksize and transaction issues that were perceived in late 2015.. and furthermore, Luke DashJR had made some kind of proposal to be able to accomplish such upgrade as a softfork rather than a hardfork, so that took bitcoin's development in that direction..

Whether the blocksize and scalability wars during that time were serious or trivial, they were about more than just scalability  and there were governance issues in the mixed way in which the matters were resolved and the solutions came about. It seems a bit weird to just attempt to talk about those kinds of resolution of the problem matter and about how bitcoin ended up resolving without putting it in the proper context and merely suggesting some kind of abstract problem about scalability - because scalability resolved in a direction in which it is never really completely resolved, but seems to be something that is going to continue to come up from time to time in terms of whether some adjustments might need to continue to be made along the way... and whether they are dramatized in the future or not is still to be seen.. I would imagine that there is going to continue to be some drama around these issues because not everyone agrees with how bitcoin is going and there are also ongoing attacks from within, too.


For example, second-layer development initially centered on sidechains, but even 6-8 (or more?) years after the first sidechain concept we haven't a working decentralized model for Bitcoin (Drivechain is cool, but its still, after several years, in its absolute infancy and has still to prove its usefulness). However you're right that "developer network effect" matters and there are a lot of incentives to find solutions for Bitcoin's problems (Bitcoin millionaires can fund development, etc.).

For sure, open source is interesting, and some proposed solutions might be before their time, but become more relevant at a later date.. and yeah, sometimes the funding is questionable, and sometimes developers might be lured towards projects to get paid rather than not paid, but we do have some seemingly benevolent funders in bitcoin, too... and we have a lot of people working on solving matters that they perceive as problems (issues) for free too.  Maybe aspects of our discussion here fits in this category, too?  Perhaps?

You can see it how you wish, and I don't even feel inspired to battle you further on these matters because I believe that I have already largely responded.
OK.

From my perspective it is way the hell too premature to be writing it off as if it were impossible or if it were a lost cause
I even agree here with you that it's still premature, perhaps I wasn't clear enough in the last post. The scenario where the S2F-based price prediction diverges fundamentally from the real price evolution is a long term scenario. The next year we can't say its prediction has failed, purely from analyzing price.


We have to see where the price goes first.  So I don't see how fruitful it is to say that if the price goes down instead of up, then we have to reassess S2F and perhaps pronounce it as dead at that time.  O.k... fine no problem...


but you seem to really be saying that "I am already anticipating that we are going to need to proclaim S2F to be dead by next year, so I am going to get ahead of the game, and pronounce it dead early."

Surely, you can pronounce it dead early if you like.  That's up to you.  I would rather just wait it out, and see how the data plays out before proclaiming it to be dead, and so at this time, from my perspective, we seem to have a valid S2F model that happens to currently be in a status of underperformance of expectations.  Maybe it will catch up?  maybe it will not?  I give few shits.. If it does it does, and if it does not it does not, but it seems to still be fairly on course, even if there is some current underperformance, so I am not going to be throwing it out and making up some other pie in the sky bullshit when S2F still remains quite explanatory.. even with its current underperformance status.  You are free to assess however you like and to prematurely throw it out and then have to come running back with your tail between your legs because you had been too rash.. I don't know if that will happen, but still I will proclaim those throwing out S2F and spouting out all the various ways S2F is dead don't even understand what the fuck they are talking about.. that's my continued perspective.


But what we can, is look at its basic hypotheses which sustain it, and that's where I think it fails. But yeah, I think my point was already made clear enough.

Yes... we seem to be beyond getting repetitive on this aspect.


But if I wanted to try hard, I would focus on demand stimulation. Because the other way around (providing an even "more scarce" coin, e.g. one with completely fixed supply) has failed every time it was attempted.

Hard to get even more scarce than bitcoin, even though some of the bullshit NFTs like to market themselves as such... but likely to find out that there is something about security through bitcoin as compared with whatever various chain some of that supposedly scarce baloney is propagated and marketed...
You could make a blockchain where all coins are mined in the first year, and then miners only collect transaction fees. I think these things were already attempted (albeit mostly with premined shitcoins, which changes a lot I think). But I totally agree here: it will be 99,9% fail because of Bitcoin's already big advantage. And yeah:

By the way, scarce is important, but liquid is important too.. and bitcoin has both and still building.
Completely d'accord.

Bitcoin mining does not seem to be broken in any kind of substantial or meaningful way, and I will again venture to assert that it is quite likely that there are a lot of very strong incentives that have already been designed into the reason that miners want to mine on bitcoin, including its openness, scarcity and difficulty adjustments that help for the measuring and monitoring of the network.
Agree here too, mostly - Bitcoin's incentive model is very well thought out, and I think the way the halving cycle is designed is also a component of its attractiveness. The only problem I have is with the predictive value of a model which only (or mostly) takes into account the supply fluctuations originated by halvings, and not other (imo more important) factors.

I believe we can close this discussion, we simply disagree on the weight we would attribute to the halving cycle (and thus, S2F) for price predictions.

Yes.. we have beaten this whole thing to death a bit more than either of us might be able to further tolerate and either of us could keel over if we continue.   :'( :'( :'(


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on February 15, 2022, 04:50:49 AM

Nothing too much going on with S2F recently - except that PlanB is still expecting the reversion to the $100k anticipated mean, and now he is saying "by 2023"... Interesting, no?

His most recent tweet:  "Both S2F and logarithmic regression point to $100K in 2023."

https://pbs.twimg.com/media/FLjvUj6XoAkC-Zy?format=png&name=small


https://twitter.com/100trillionUSD/status/1493207617820315650

The main reason that I came to this thread was because I had been thinking about my earlier post regarding any coin/project/protocol would need to be more than 10x greater than bitcoin to displace it - like what I said here:

That's bullshit d5000.  The fact that stock to flow to a bunch of shitcoins means that it is not valid when applied to bitcoin.
I agree with you that several altcoins are completely different assets than Bitcoin, because of their centralized and sometimes scammy nature. But that doesn't apply to all of them. There are more than hundred altcoins which technically are similar to Bitcoin (no premine, no centralized group in charge etc.).

I still think that you need to be careful with those kinds of granular comparisons of unequal assets that likely do not matter very much in the end.

Yeah.. I don't like when people proclaim that bitcoin is only in the lead because it was first, but there is something to being first in terms of considering how various networking effects evolve, and when we are dealing with something such as money or storage of value, there is likely a bit of natural gravitation towards one standard.. especially if the standard has superior qualities in terms of Gresham's law considerations.

In other words, you may potentially have already heard about the idea that if you want to replace an incumbent you better be something like 10x better than the incumbent, otherwise you do not have any kind of meaningful chance.. beyond potentially temporarily (perhaps 50 years or more?) deceiving others into believing that you have some kind of a chance... in other words, value is going to continue to gravitate into the incumbent, absent if you are able to achieve something like a 10x or more improvement upon the incumbent so that it becomes worthwhile to strive to replace the incumbent rather than the more logical route of improving upon the incumbent.. to the extent that the incumbent might have some capacities to improve.

you are getting into comparing various similar coins, and let's even give the benefit of the doubt that some of them might be several times better than bitcoin, but it still ends up being a BIG SO FUCKING WHAT because they are not even close to 10x better than bitcoin.

I understand that you might be tempted to engage in such comparison because you will proclaim that NOT very much time has passed, and it has ONLY been 13 years, so how could bitcoin gain such an incumbency status? and seems to me that you are failing and refusing to account for the fact that Bitcoin is not just Bitcoin, but there is a lot of building that is going on around bitcoin and there are not really any major flaws in bitcoin, so ancillary actors continue to build upon bitcoin rather than taking chances with some other thing that happens to NOT be 10x better.. they are not going to take chances on such products that are not clearly superior to bitcoin.. even though those various shitcoins get all kinds of hype, they do not convince smart money/people to defect over to them... the smart money and smart people remain in bitcoin...

It is like the analogy that Trace Mayer used to use about the professional football team compared with the junior varsity.. the junior varsity does not have a chance.. they will get crushed.. and continue to get crushed even if they engage in all kinds of marketing.. there is not enough there there in order to actually allow them to compete in any kind of substantive and meaningful way.

Today, I had been thinking further about this idea that any challenger has to be at 10x better than bitcoin in order to overtake it, because there are probably 100s or even 1,000s of shitcoins that have made various improvements upon bitcoin that would have been better than bitcoin if those features had been in bitcoin at the time of bitcoin's implementation, and if they are wielding features that are 50% better or some multiple better than bitcoin, whether we are talking about transactions or blockchain management, then surely bitcoin can absorb/adopt those features on level 1 or some other 2nd or 3rd layer, and part of the criticism of bitcoin may well be that it is NOT going to be able to implement/absorb or adopt such new and improved features because such features were not "built-into" bitcoin at the beginning... yet since there are people building their businesses around bitcoin (network effects), that particular feature is going to need to be 10x better in order to attract the network effects over to it, rather than bitcoin. 

Getting back to stock to flow, part of the criticism that S2F is not correct happens to have some presumptions that bitcoin is not strong enough in order to really have the empowerment of the scarcity that it says that it has, and shitcoins/projects are taking away from some of this scarcity (and going to displace bitcoin).

Hey, I have no problem moving myself over to some other project or coin if it is actually going to become the bitcoin displacer (and the new incumbent), but many of us already likely realize the reality of the matter to be that so many touted features in various shitcoins (supposed bitcoin killers) might appear "on paper" to actually be 10x better than bitcoin, but still those features have to be so clear and convincing to lure bitcoin's network effects over to them... which many of us likely can recognize the difference between touted features (snake oil salesmen - or on paper features) versus the real deal application of such features..

We also, likely realize that nothing is either close to bitcoin or even close to actually having 10x or better features than bitcoin that would inspire even laypersons to gravitate over to it (beyond those laypersons who are temporarily deceived into going over to such shitcoin project hoping that they will become a rich early adopter, just in case the network effects are coming over to their shitcoin rather than staying on bitcoin)..

BCH and BSV have served as pretty decent examples of how much better the BIG block ideas have been... and got a lot of normies (and even smart people) reckt who believed in the BIG blocker ideas.  Furthermore, their dreams of getting rich quicker through their new innovative BIG blocker coins have been snuffed out.  BIG blocks was not a better idea.. and surely not anything close to 10x better.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 15, 2022, 11:40:47 AM

Nothing too much going on with S2F recently - except that PlanB is still expecting the reversion to the $100k anticipated mean, and now he is saying "by 2023"... Interesting, no?

His most recent tweet:  "Both S2F and logarithmic regression point to $100K in 2023."

https://pbs.twimg.com/media/FLjvUj6XoAkC-Zy?format=png&name=small


https://twitter.com/100trillionUSD/status/1493207617820315650

<JJG wall of Text>

Plan B is desperate to keep the S2F model alive, and I think he has a point, but as long as we keep on the 1sd+ Of the chart, the narrative can be hard for him.

Also I think its not completely fair to change the model conclusions: the said 100K by Dec 2021, not 100K as Halving Era Average.
You all know how I like the man, but this delusional changes of perspective dont make him honour.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on February 15, 2022, 04:08:13 PM

Nothing too much going on with S2F recently - except that PlanB is still expecting the reversion to the $100k anticipated mean, and now he is saying "by 2023"... Interesting, no?

His most recent tweet:  "Both S2F and logarithmic regression point to $100K in 2023."

https://pbs.twimg.com/media/FLjvUj6XoAkC-Zy?format=png&name=small


https://twitter.com/100trillionUSD/status/1493207617820315650

<JJG wall of Text>

Plan B is desperate to keep the S2F model alive, and I think he has a point, but as long as we keep on the 1sd+ Of the chart, the narrative can be hard for him.

Also I think its not completely fair to change the model conclusions: the said 100K by Dec 2021, not 100K as Halving Era Average.
You all know how I like the man, but this delusional changes of perspective dont make him honour.

I get confused too about what the hell PlanB had been saying at various points in time because he did get caught up in some seeming flaming wars and then too many specifics in his interpretation, sometimes.   

I believe that the S2F model has always said $100k as an average for the period.. but he mixed up his discussion of his "proprietary" floor model with his S2F model when getting into some of those specifics. .and I was never really any fan of getting into specifics..

Of course, staying within 1 SD is way better than getting into 2SD.. and probably if the BTC price spends too much time outside of 2SD or the edge of 2SD, there is some kind of tweaking that is needed with the model. 

I know that a lot of people say bitcoin is math and all that bullshit, but there are still a lot of weak aspects that cause BTC price to be both influenced by human behavior and to be manipulated by human behavior, so in that regard, I have no problem with any kind of model to be tweakable to account for actual facts as they play out... ... and I know that since my early days on the forum I would criticize quite a few members who had similar models to the S2F model and seemed to be too overly reliant upon math and trying to lock bitcoin price into some kind of exact (rather than loose) formula.

At the sake of redunancy, I still think that S2F remains amongst the best of the models that are out there, and even if there ends up needing to be some tweaking of what the average ends up being for this halvening period to have to reduce it from $100k to $80k or even to $60k, I doubt that there is any major issue from my point of view regarding those kinds of tweakings, if they were to have to take place.  I already mentioned that a mere ongoing trajectory of 75% annual increases in the 200-week moving average (which is completely consistent with overall historical numbers - and even low as compared with the 2021 performance of 130%), bring the BTC average price at the end of this halvening cycle to $88k... so the model is really not very far off, if we end up getting something like $88k - but even if it performs lower than that, we surely have to see how such performance ends up playing out before getting too upset about the model ... and even having problems in which we believe that there is some model that is actually in existence that would have come closer to being more accurate.

I do understand why you are less than excited about some of the ways that PlanB had been talking about his model, especially some of his arrogance in mid to late 2021, and then some of his seeming shifting of the narrative in late 2021.... and sure maybe he had been getting too caught up in absolute statements (which he is not completely innocent of that currently), so surely sometimes it does seem that he needs to take some of his emotions and some of his getting too caught up in specifics out of his model presentations and discussion of the model... in order to represent the model better.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 16, 2022, 12:06:52 AM

I believe that the S2F model has always said $100k as an average for the period.. but he mixed up his discussion of his "proprietary" floor model with his S2F model when getting into some of those specifics. .and I was never really any fan of getting into specifics..

I didn't have this understanding of the model, but it might be my fault on this. After all this is pretty reasonable looking at the graph, but he actually said first:"100K by December!"

As per the "Floor Model" that one is dead. PlanB himself admitted it failed and he won't use it never again.
I do understand why you are less than excited about some of the ways that PlanB had been talking about his model, especially some of his arrogance in mid to late 2021, and then some of his seeming shifting of the narrative in late 2021.... and sure maybe he had been getting too caught up in absolute statements (which he is not completely innocent of that currently), so surely sometimes it does seem that he needs to take some of his emotions and some of his getting too caught up in specifics out of his model presentations and discussion of the model... in order to represent the model better.

I completely relate to this and I agree 100%.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 04, 2022, 11:30:15 PM
Finally PlanB returns tweeting about Stock to Flow!

https://i.ibb.co/NNmN2hF/60046111.png (https://twitter.com/100trillionusd/status/1521816544837316608?s=21&t=xi3A4pEF2m3KdAIkDUV93Q)

Coming back to an older version of his graph, that better adapt to this delayed pump!
Mixed feelings.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: naim027 on May 05, 2022, 05:26:56 AM
Finally PlanB returns tweeting about Stock to Flow!

https://i.imgur.com/1WClZXF.png (https://twitter.com/100trillionusd/status/1521816544837316608?s=21&t=xi3A4pEF2m3KdAIkDUV93Q)

Coming back to an older version of his graph, that better adapt to this delayed pump!
Mixed feelings.


This tweet was shared yesterday. PlanB just missed one day. He should tweet that post on May 3rd, 2022. We have always seen a smooth pump after halvings. He also wants to watch what Bitcoin does in the next two years. The following estimated halving time is May 3rd, 2024 (Exactly two years). Only 105,029 Blocks remain until halving. I am excited. I want to take a sleeping pill and wake up on 4th May 2024.




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: tertius993 on May 05, 2022, 08:57:09 AM
Finally PlanB returns tweeting about Stock to Flow!

https://i.imgur.com/1WClZXF.png (https://twitter.com/100trillionusd/status/1521816544837316608?s=21&t=xi3A4pEF2m3KdAIkDUV93Q)

Coming back to an older version of his graph, that better adapt to this delayed pump!
Mixed feelings.


More moving of the goalposts.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on May 06, 2022, 07:55:36 AM
Finally PlanB returns tweeting about Stock to Flow!

https://i.imgur.com/1WClZXF.png (https://twitter.com/100trillionusd/status/1521816544837316608?s=21&t=xi3A4pEF2m3KdAIkDUV93Q)

Coming back to an older version of his graph, that better adapt to this delayed pump!
Mixed feelings.

This tweet was shared yesterday. PlanB just missed one day. He should tweet that post on May 3rd, 2022. We have always seen a smooth pump after halvings. He also wants to watch what Bitcoin does in the next two years. The following estimated halving time is May 3rd, 2024 (Exactly two years). Only 105,029 Blocks remain until halving. I am excited. I want to take a sleeping pill and wake up on 4th May 2024.


I doubt that there is any reason to get overly anxious in terms of wanting the future to be rushed.

Seems to me that there are reasons to attempt to enjoy life as we go and the process as it goes.

I am not going to doubt that so many people get anxious in terms the NGU (number go up) technology to play out... yet not even that NGU technology is guaranteed.

Individuals vary so much, and frequently, I am not sure what our presumptions should be - except that if we are still in stages of accumulation than there should be some gratefulness that the price is staying down below expectations somewhat.  Maybe some guys believe that if the number just goes up, then they don't need as many coins, and in that case, they already have enough coins.  But is that really realistic to expect the BTC price to go up without any suffering along the way.

Some guys might just be inclined to suffer, and going to complain no matter what.  For example, "we only got a 3x to 6.5x and we have been stuck in the 3-5x territory for like forever.  I wanted moar!!!"

It's not good to have too many expectations, even though many of us likely realize that this bitcoin thingie is going quite well (even if it could have gone better) so far.

By the sure we "always have two years left" but depending upon what is being talked about. If there was a claim two years ago about the peak of the price likely happening at the end of 2021.. then there is a claim that 2 years has passed.  Now, there is a claim that there is a need to account for the average BTC price for the whole havening period, which ends up being two years from now.. but then there might be a question about did the peak happen or not.. No one is going to know, except to proclaim that the odds still remain pretty good that we still could get some kind of price peak that will bring our average price for the whole halvening period up to get closer to what either the old model or the new model predicts.  The old model said $100k.. so why back off of that unless you believe that the price has already spiked.. but then if the new model proclaims only an average of $55k, that will be easier to reach.




There gotta be some humor in some of this.



hahahahahaha - especially if we are talking about it could be model 1, or if not model 2, and if not model 3 might be o.k.. ; too...

By the way, the 100 week moving average is currently at $35k (which would be the average for the whole of this halvening so far), but if we take the average of the last 4 years, then we end up with the 200-week moving average which is currently at about $21,700, so can that average of the 200week moving average get up to $100k in the next to years, and if not the back up would be to say that we think that it may well only get up to $55k within the next two years.

In other words, PlanB's seeming flip flopping is not really helping matters... let's just continue to see what happens.. and actually I have no problem or gripe if the model ends up having an average that is either right on, underperforming expectations or overperforming expectations... .. directionally, both our 100-week moving average and our 200-week averages continue to move up... so everything seems to be working out fine, even if we cannot really know specifics with any kind of precision.. but what else is new?


More moving of the goalposts.

Sometimes I am not sure if those "moving of the goalposts" claims are fair - or maybe sometimes PlanB has some presentation issues.

There has always been a kind of range of expectation, so if the ultimate price ends up falling exactly within the range of expectation, then Plan B looks like a genius, and if he reframes the expectations to attempt to conform with data as it is playing out, he is accused of both not being sufficiently scientific and also to be maintain a kind of rolling model rather than sticking with his earlier claims.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: gagux123 on June 13, 2022, 03:14:16 AM
Hello everyone and fillipone!

I would translate this topic created by you on the portuguese board (but they were faster than me lol)

Anyway, i'm sending this message to congratulate you for this excellent topic you created to share your knowledge  :)

A few years ago, I was studying technical analysis and discovered two relevant "types of indicators" which are the Stock-to-Flow Model and "2 Year MA Multiplier"
I don't know if in fact these types of indicators are 100% assertive! But I believe there is a possibility that we can get a sense of how this works (generally speaking)

If anyone wants take a look:
Please don't negative me or criticize me, I'm just sharing this topic that I created because it might be useful for another user

best,
gagux123

Grficos p/ analise tcnica - Stock to Flow / 2 Year MA Multiplier (https://bitcointalk.org/index.php?topic=5238832)




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 20, 2022, 09:49:12 PM
At the moment the S2F model is having a few difficulties, and PlanB itself is finding new narratives to keep it alive.
Hopefully, we will be able to cross that S2F line again in the future!
(it's not a gamble, it' s a strategy)


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on June 20, 2022, 11:40:36 PM
At the moment the S2F model is having a few difficulties, and PlanB itself is finding new narratives to keep it alive.
Hopefully, we will be able to cross that S2F line again in the future!
(it's not a gamble, it' s a strategy)

Link or it did not happen.

 :P :P


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Poker Player on June 21, 2022, 06:24:41 AM
At the moment the S2F model is having a few difficulties, and PlanB itself is finding new narratives to keep it alive.
Hopefully, we will be able to cross that S2F line again in the future!
(it's not a gamble, it' s a strategy)

To be honest, considering how smart PlanB is, it doesn't seem to me to be a very wise decision on their part.

When the facts dismantle your theory, or model, the sensible thing to do is to write it off as invalid, not to keep remodeling it constantly. Although I understand that he will have invested a lot of time and effort in this issue, and giving up all that time and effort as useless is not easy emotionally.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 21, 2022, 11:31:13 AM
A little bit of debate about Stock to Flow lately.

Firstly, PlanB showed a long awaited tweak on his model, plotting the price not against a lagged Stock to Flow, but agains an average stock to flow:

https://i.ibb.co/8jXNdMg/60411168.jpg (https://twitter.com/100trillionusd/status/1538928679383875584?s=21&t=PKRxn1azkbbKyufFRx1JSg)

The fit is remarkably good in the past cycles, but of course at the moment it is still high undervalued according to model.

Is this an incredible buying opportunity ?is the S2F a broken model that should be forgotten?
I hope we will have a go at the model line, but this is only my gut feeling.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Flexystar on June 21, 2022, 12:59:14 PM
Thats deep and factua analysis on how the pricing and minimum cap might have been decided by Satoshi. Obviously we never calculated the factor of increased rates per item over the time since from raw materials to logistics, everything will become costly. This would be based on world economic growth, worlds GDP and many more things right?
Definitely we do not need unlimited Satoshi because we dont want to stabilise the prices like stable coin so surely its limited, so prices would hike as the time will pass on.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on June 21, 2022, 06:32:53 PM
At the moment the S2F model is having a few difficulties, and PlanB itself is finding new narratives to keep it alive.
Hopefully, we will be able to cross that S2F line again in the future!
(it's not a gamble, it' s a strategy)

To be honest, considering how smart PlanB is, it doesn't seem to me to be a very wise decision on their part.

When the facts dismantle your theory, or model, the sensible thing to do is to write it off as invalid, not to keep remodeling it constantly. Although I understand that he will have invested a lot of time and effort in this issue, and giving up all that time and effort as useless is not easy emotionally.

Even PlanB came out with a concession speech and proclaimed that his interpretation of stock to flow has been invalidated by the facts, the various underlying foundational principles of stock to flow still seem to be correct, even if some of the market dynamics contributed to BTC's price performance towards having peaks that were way lower than expected and then subsequent dips that went quite  bit beyond expectations.

Perhaps some real world events contribute towards facts that the establish that the projection axis has been shifted downward, but the model still might not be broken.

I consider the model to still have a quite a bit of validity in terms of figuring out various ongoing pulls on the BTC price that relate to ongoing adoption that has continued upwards price  pressures based on bitcoin's supply issuance, and sure maybe the rainbow chart captures various ongoing upwards pressures in similar kinds of ways.. but the stock to flow model still has some specific cyclical aspects that are built into it that show a bit more directionality within Bitcoin's spot price relationship in connection with changes in the supply. where as the rainbow chart just attempts to explain magnitudes of deviance from the mean..but does not have attempts to show how the halvenings might have some specific influences on some of the BTC price pressures.

I am no where really close to wanting to completely negate stock to flow - or to suggest that PlanB is some kind of a god or less than a god now because he is emotional and a bit of a waffler.. hahahahaha..

I can understand some of the frustrations with his changing the model so frequently and then understanding how that might defeat the purpose of suggesting that the model had any predictive power merely because it keeps getting changed.

For sure PlanB seems to have had incorporated quite a bit of predictive power to how the 200-week moving average tended to give some guidance regarding how far the BTC price might go up, but if we end up experiencing diminished BTC price peaks, then even the 200-week moving average is not going to be moving up at as fast of a pace as had been anticipated.  Even now, within the past week we had the 200-week moving average breached when it was about $22,300 and then movement 21% below the 200-week moving average with a so far price bottom of $17,953 but also seeming to take place at a weird place on the stock to flow cycle anticipations. .. including the breach of the 100-week moving average at $35k from nearly two months ago. 

At this time, the 200-week moving average is still moving up at slightly less than $30 per day and is at $22,371, and for sure the BTC spot price likely has a dragging down effect on that too.. and the 100-week moving average continues to move up too (at least for now) since it is a bit over $36k, but surely we know that the longer the BTC spot price stays below either of those two averages, there is going to be dragging down effects on them either in decreasing their rate of going up and also even per haps causing them to get closer to being flat.. so it seems to me that traditional assets do like to use those kinds of longer time-frame moving average indicators, yet it also seems that PlanB's incorporation of the halveniungs into his attempts to present what is going on in bitcoin had been (and has been) an attempt to tailorize some of those traditional financial tools into bitcoin.. so for me, even if some of the specifics of the magnitude of the movement ended u being off in a variety of ways, we likely still can be informed by what the model had been showing and how far the BTC price is deviating from some of the parameters of the model.. including whether the pattern might look the same as expected (or not) while at the same time appreciating whether there might be some additional phenomena that might be existing that might need to be plugged into the model or can that additional phenomena (to the extent that it can even  be identified) help to create a better model.. or do we give up completely and call planB, his model , and anyone defending either of those (including yours truly) a bunch of loonies.

I continue to have difficulties appreciating why so many folks get so worked up about the various ways that plan B is wrong and has been wrong and suggesting that bitcoiners had been mislead by information contained in his model and assertions that PlanB made i connection with the model.. blah blah blah... Oh and by the way, Plan B was not the ONLY one expecting BTC prices to go to $100k and beyond in 2021..and whether the planB ideas had subliminal effects.. I have my doubts.. even though all the time we see people putting too much credence into predictions that are intended to have probability assignments, and we also know that even if a model were to come out with 80% or 90% numbers, the 10% or 20% scenarios could end up playing out, but still would not necessarily take a way the value of having had the model/predictions..

so sometimes people will end up attributing 80% or 90% as if it meant 100% and 10% or 20% probabilities as if they were to mean zero.. hahahaha.. people can be simple (and short-sighted) like that sometimes.. but still does not mean that the model was not valuable and good even if people misunderstood it and even if the author of the model might have gotten some of the probabilities wrong or maybe even if the author seemed to have had exaggerated some of the numbers of the model because he was trying to incorporate some of the parlance of his speaking to be like normal people in their everyday speech patterns. which happens to be.. frequently speaking in absolutes.. that's what many normal people prefer to hear and want to pressure scientist into speaking the same way.. even if there might be probabilities contained therein and also when there might be some qualifiers contained therein, too... .but who wants to hear about the qualifiers?  People want the punchline, even if it might end up misleading them into failure refusal to prepare (psychologically and/or financially) for scenarios beyond just the punchline scenario(s).

Thats deep and factua analysis on how the pricing and minimum cap might have been decided by Satoshi. Obviously we never calculated the factor of increased rates per item over the time since from raw materials to logistics, everything will become costly. This would be based on world economic growth, worlds GDP and many more things right?
Definitely we do not need unlimited Satoshi because we dont want to stabilise the prices like stable coin so surely its limited, so prices would hike as the time will pass on.

Of course, there are links in terms of both BTC value and BTC price towards how various things in the real world might also be limited, and surely some things in the real world are more scarce than other things, and some things in the real world are more desired than other things, too.

Bitcoin has established a price over the years that could be undervalued or overvalued in terms of what some satoshis might buy you in the future or even today depending on where and how you might try to use it.

It is not even that the current value or the future value will be agreed upon, so some folks might be battling to attempt to establish current BTC prices or even to attempt to profit if they see a difference between value and price that they believe that they can get advantage from that or if they might find some usage of bitcoin in the present or even in the future..  There are going to be differences of opinion about both value and price, too..

There are also some examples of some use cases for bitcoin that might be somewhat price neutral so for example, maybe if someone wants to send $100 to El Salvador, they might find some value in using bitcoin/or lightning network to send that value because they believe that it saves them fees over other options that they have available, but they might not care too much about the current BTC  price if they are going to convert from dollars to BTC on the sending side and then back from BTC to dollars on the receiving side. Still has a connection to the real world but maybe not as dependent on bitcoin's scarcity in regards to figuring out value.

Even miners might have some of their incentives to mine based on bitcoin's scarcity, even though some of them might just want to mine bitcoin because it is profitable in their jurisdiction based on energy costs and other considerations, and the input of energy and other resources into bitcoin does also connect with the real world scarcity (or price) of energy and the availability of equipment to set up such an operation that also does not get set up on its own.. so scarcity of time and labor is actually another real world scarce input that can cause calculations regarding whether the current BTC price or expected future price (or future value) might motivate to continue to engage in mining or to conclude that the activity is not profitable enough or a way that such person wants to spend his/her own time, energies, and the various cost of inputs.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Husires on June 21, 2022, 06:55:41 PM
Today I watched @VitalikButerin attacks Stock-to-Flow Model aggressively, I'll quote the tweet:

Quote
Stock-to-flow is really not looking good now.

I know it's impolite to gloat and all that, but I think financial models that give people a false sense of certainty and predestination that number-will-go-up are harmful and deserve all the mockery they get.

What is the point at which we can say that this model has become "broken" and unreliable in the future?
I remember reading somewhere that if the price does not reach 100k by the end of the world, the model will be broken.

For NOW, with everything that is happening in the world, it is almost impossible to return to a level closer 70k-100k, so do we have to wait for the end of the year or what?


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 21, 2022, 08:17:39 PM
Today the Stock to Flow appeared again in the TwitterSphere:

https://i.ibb.co/j9N4h2K/60414239.jpg (https://twitter.com/VitalikButerin/status/1539167095312850944?s=20&t=Ug8AC-S8Q3j76dv9hQ8yGA)

I would say that @PlanB was quite vocal in supporting his model, and even when it was working flawlessly, I never heard him supporting unsensible investment plans.
He mentioned many times the reasons why his model(S) could be wrong, and most of the time he was intellectually honest in promoting them.


Obviously, PlanB was quite quick to react:

https://i.ibb.co/5TN2CR6/60414239.jpg (https://twitter.com/100trillionUSD/status/1539169646410182656?s=20&t=Ug8AC-S8Q3j76dv9hQ8yGA)


I tend to agree with this last one. I might be a PlanB zealot, but I think he never was trying to lure investors into the business for his own direct financial benefit.
The accusation of having many followers is logically inconsistent, I won't even bother to comment. 


EDIT: I didn't realise Husires just posted the exact same tweet in the above post.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: tadamichi on June 21, 2022, 09:24:18 PM
What is the point at which we can say that this model has become "broken" and unreliable in the future?
I think we should never expect a model to predict the exact future, but it can be nice to visualize things, start discussion or get ideas and orientation across. Math cant predict politics, manipulation or human decision making, so to me its ridiculous to bash a model, because it suggest that people expected it to be able to do these things in the first place. From my point of view Bitcoin is undervalued rn, so did it really fail?



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on June 22, 2022, 06:36:59 AM
Today I watched @VitalikButerin attacks Stock-to-Flow Model aggressively, I'll quote the tweet:

Quote
Stock-to-flow is really not looking good now.

I know it's impolite to gloat and all that, but I think financial models that give people a false sense of certainty and predestination that number-will-go-up are harmful and deserve all the mockery they get.

What is the point at which we can say that this model has become "broken" and unreliable in the future?
I remember reading somewhere that if the price does not reach 100k by the end of the world, the model will be broken.

For NOW, with everything that is happening in the world, it is almost impossible to return to a level closer 70k-100k, so do we have to wait for the end of the year or what?

I doubt that it is even close to impossible to get a 3x to 8x BTC price rise from here within the next 3 to 30 months.

I will agree that currently downward momentum is in place as a current ongoing and existing BTC price dynamic that is in our faces, and upward momentum does not just automatically resume happening without a bit of battling to regain some of the grounds.. but in bitcoin, sometimes UPpity can also escalate quickly.. just like DOWNity sometimes does the same thing.. 

Bitcoin prices do not always go down merely because a lot of supposedly smart people are proclaiming down to be inevitable...   

AT the moment, many of us are still likely struggling with some felt shock about how much down we have experienced in the past 6-8 weeks and especially in the past week.. so it is difficult to have any kind of confidence that any kind of BTC price reversal is actually likely or in our current cards  at any time soon.. but at the same time, we do know that in bitcoin's history we sometimes do end up witnessing surprises at various points along the way... even when it seems that the majority of folks is writing off UP as if it were close to zero odds, then the opposite ends up happening.   

So I personally consider it imprudent to write off certain extreme upside BTC price scenarios that could still end up happening sooner than you anticipate... at the same time, no guarantees, so it remains a great idea to continue to prepare for BTC price actions in both directions rather than putting all your eggs into preparing ONLY for one direction that might not end up playing out as you had been speculating to be the most likely price direction scenario


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Husires on June 22, 2022, 09:36:16 AM
What is the point at which we can say that this model has become "broken" and unreliable in the future?
I think we should never expect a model to predict the exact future, but it can be nice to visualize things, start discussion or get ideas and orientation across. Math cant predict politics, manipulation or human decision making

If we are above 50k, then we can say that the model is working as the assumption of reaching 100k would have been logical if we continued in the region of 40k to 70k, but what is happening now (if we consider it the bottom) then the maximum ATH during the next four years will be About 150k which is far away from the model.

I doubt that it is even close to impossible to get a 3x to 8x BTC price rise from here within the next 3 to 30 months.
The model was working fine until last November, but even before the Ukrainian crisis it was difficult to reach the levels of 100k, we hope that all these events are due to political factors and abnormal conditions and that we will return again soon.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on June 22, 2022, 04:42:25 PM
What is the point at which we can say that this model has become "broken" and unreliable in the future?
I think we should never expect a model to predict the exact future, but it can be nice to visualize things, start discussion or get ideas and orientation across. Math cant predict politics, manipulation or human decision making

If we are above 50k, then we can say that the model is working as the assumption of reaching 100k would have been logical if we continued in the region of 40k to 70k, but what is happening now (if we consider it the bottom) then the maximum ATH during the next four years will be About 150k which is far away from the model.

I doubt that it is even close to impossible to get a 3x to 8x BTC price rise from here within the next 3 to 30 months.
The model was working fine until last November, but even before the Ukrainian crisis it was difficult to reach the levels of 100k, we hope that all these events are due to political factors and abnormal conditions and that we will return again soon.

From my perspective, you seem to want to focus on various ways that bitcoin supposedly failed to reach expectations that involve bitcoin price limitations as if bitcoin falls into some kind of mature asset category or that it is an asset that is similar to other asset classes and controlled my macro/monetary policies like stocks tend to have that kind of correlation, and I am not completely opposed to appreciating that we can see those kinds of ideas of limits in bitcoin's recent historical performance and that in the short term those dynamics might continue... but I also consider that we need to be careful in terms of making these kinds of under appreciation of bitcoin.

In other words, bitcoin continues to be in both a new category of a paradigm shifting technology that melds the ability to communicate through the internet and attach value to that transmission (or storage if you don't want to send it to anyone), and holy shit that is powerful while at the same time ONLY less than the 1% of the world's monetary value and/or participation is within this rock the world system.. the upside remains explosive potential, even if it might not happen and we cannot exactly tell when, either.

You can look at various points in bitcoin's history and it is swimming along fairly smoothly with other various assets and then it does a shift upwards at various points too.. and then it then becomes correlated with other assets, but instead it is on another curve that is 3x higher or 10x higher than whatever prices that it had been previously... I get a sense we are going to continue to see those kinds of upwards shifts up in bitcoin.. without really knowing when they are going to happen but when they do, we can no longer get bitcoin at the earlier prices... it is like being in the s-curve adoption, but not really seeing or being able to appreciate that we are within that.

Don't get me wrong.. on a personal financial preparation level I do not want to presume too much.. so I  attempt to prepare for either up or down BTC prices.. and even maintain fairly conservative projections of ongoing BTC  price expectations.. while at the same time accounting for those explosive upside possibilities that might only be 0.5% to 5% scenarios.. but they remain part of the expected value formulation that might not change preparations in any kind of meaningful way - except just to avoid selling too much too soon.  

The various upside scenario considerations do not suddenly go from let's say 25% to zero merely because we had some corrections that went down further than we thought to be possible.. but there still might be a need to tweak the projected numbers downward from 25% to 10% or some other reasonable adjustment that attempts to account what is really going on rather than just getting caught up in a few short term factors that might not be as long-term powerful as they are being proclaimed to be.

Each of us has to figure out our own calculations and whether we want to give any odds at all to certain kinds of upside or downside scenarios.. and personally, I believe that it is quite unrealistic to be ruling out some of the various upside scenarios merely because 1) negative things have recently happened in the world, 2) momentum is not looking good, 3) there are threats that more negative things are going to continue to happen. . blah blah blah , even if some of the better upside scenarios need to be downgraded from their previous modestly high expectations** to lower values.. but those previously modestly high expectations still likely do not need to be downgraded to zero..  

**you can characterize your previous assessments as "high expectations" or "overly high expectations"  if believe that you had made errors in that direction but I am not going to attribute possible errors of others because I feel that I have a tendency to come to my own assessments that are not overly-influenced merely based on market sentiment or what other people think blah blah blah. I continue to consider myself as arriving at my own assessments of expectations and engaging in my own reasonable assessments of what I believe is likely to happen (or not).. even if sometimes there can be some contagion that gets into my numbers, too. feels right to you..  

Of course, you have the right to Monday quarter-back your own ways of assessing probabilities and/or the ways that others assign probabilities  (including making of models), and sure each of us are going to have some of our own inclinations, and from this linked post (https://bitcointalk.org/index.php?topic=5376945.msg58719593#msg58719593), you can see some of my own ways of making btc price projections and how I assign prediction values... and for sure I have some influence from both stock to flow and the ideas of exponential s-curve adoption based on network effects and Metcalfe principles.

Whether you agree with my ways of assigning BTC price prediction values, you can see that I had not updated my upside projections since December 16, 2021, and I ONLY scribbled out my downside projections on May 19, 2022.. and sure it seems that my BTC prices projections in both directions need updating to account for more recent happenings, I give less than two shits if anyone else considers my BTC price prediction assignment of probabilities have good predictive value or that I am changing in my assessment too often in order to account for changes in what has happened since my last update...

At the time that I write out my predictive assignment of values, I am trying to best assess my own sense at that particular snapshot time, and those probability assignment charts should give some ideas about how I think about making my own formulations of more and less likely scenarios. .including attempting to account for extremes, even if the extremes are assigned low probabilities.. so for example, even in December 16, 2021, I had considered supra $1.5 million to have 0.5% odds with 99% odds that the peak for the cycle playing out before the 2nd quarter of 2023.  Since about mid-May 2022, when the BTC price fell below the 100-week moving average, I concluded that we had fallen out of the bull market so the timeline for the upside were mostly negated as of mid-May 2020.  So in that regard, my projections serve as snapshots of then thinking but still provides some ideas of methodology and how much value  to place on various extremes.. including but not limited to placing zero probabilities towards extremes.  


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: tadamichi on June 22, 2022, 04:56:54 PM
What is the point at which we can say that this model has become "broken" and unreliable in the future?
I think we should never expect a model to predict the exact future, but it can be nice to visualize things, start discussion or get ideas and orientation across. Math cant predict politics, manipulation or human decision making

If we are above 50k, then we can say that the model is working as the assumption of reaching 100k would have been logical if we continued in the region of 40k to 70k, but what is happening now (if we consider it the bottom) then the maximum ATH during the next four years will be About 150k which is far away from the model.
Idk man, i just checked out the model.

The basic assumption is:

The hypothesis in this study is that scarcity, as measured by SF, directly drives value. A look at the table above confirms that market values tend to be higher when SF is higher.
I think we can agree that there is some correlation between SF and value, because a high SF indicates scarcity. But thinking it directly drives the value is just foolish, it ignores so many other economic principles or other dynamic factors.

Scarcity alone was never the determining factor, just check out the gold chart. This whole model tries to predict price just with the supply side, but we know the demand side can be dynamic af and unpredictable.

Gold and silver, which are totally different markets, are in line with the bitcoin model values for SF.

Gold has the highest SF 62, it takes 62 years of production to get current gold stock. Silver is second with SF 22. This high SF makes them monetary goods.
  1. Its not even possible to accurately determine the total supply(stock) or yearly flow of gold and silver.
   2. The SF of gold and silver are constantly fluctuating, taking a mean doesnt prove an accurate model.
   3. SF cant even predict the price of gold or silver.

Despite this can still see how its generally correct about gold gaining value over time, but still inaccurate when we want it to be precise.

I would advise against basing price expectations/ predictions on some oversimplified model in the first place. Its like trying to predict the weather in 30 years by dividing the total rainfall/ yearly rainfall, wrapped in some power law that uses oversimplified assumptions again. See how it wont work.

It fails at trying to predict the price, but i still think its valuable by visualising some supply side dynamics. Even if its right for some time, it just wouldnt matter, because its trying to solve something impossible. So lets just note that it just shows us something we can expect about the supply side in the next years, if we make the separation here, we can actually still work with this information.

Also golds SF is probably way higher than calculated in the model , and Bitcoins a lil lower(lost coins). Still not everyone is running into gold, because theres more factors than just this. Fundamental analysis is way more efficient. Both are money, Bitcoins monetary properties are way superior to golds. Even if gold wouldnt be mined anymore in this decade, i still expect Bitcoin to rise more, for this reason alone. The highest saleable good becomes money, fiat beats gold(more people hold wealth in fiat than in gold, even if its dumb), and bitcoin will beat fiat, and rise for this reason alone, not just because SF.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on June 22, 2022, 10:10:55 PM
What is the point at which we can say that this model has become "broken" and unreliable in the future?
I think we should never expect a model to predict the exact future, but it can be nice to visualize things, start discussion or get ideas and orientation across. Math cant predict politics, manipulation or human decision making

If we are above 50k, then we can say that the model is working as the assumption of reaching 100k would have been logical if we continued in the region of 40k to 70k, but what is happening now (if we consider it the bottom) then the maximum ATH during the next four years will be About 150k which is far away from the model.
Idk man, i just checked out the model.

The basic assumption is:

The hypothesis in this study is that scarcity, as measured by SF, directly drives value. A look at the table above confirms that market values tend to be higher when SF is higher.
I think we can agree that there is some correlation between SF and value, because a high SF indicates scarcity. But thinking it directly drives the value is just foolish, it ignores so many other economic principles or other dynamic factors.

Scarcity alone was never the determining factor, just check out the gold chart. This whole model tries to predict price just with the supply side, but we know the demand side can be dynamic af and unpredictable.

Gold and silver, which are totally different markets, are in line with the bitcoin model values for SF.

Gold has the highest SF 62, it takes 62 years of production to get current gold stock. Silver is second with SF 22. This high SF makes them monetary goods.
  1. Its not even possible to accurately determine the total supply(stock) or yearly flow of gold and silver.
   2. The SF of gold and silver are constantly fluctuating, taking a mean doesnt prove an accurate model.
   3. SF cant even predict the price of gold or silver.

Despite this can still see how its generally correct about gold gaining value over time, but still inaccurate when we want it to be precise.

I would advise against basing price expectations/ predictions on some oversimplified model in the first place. Its like trying to predict the weather in 30 years by dividing the total rainfall/ yearly rainfall, wrapped in some power law that uses oversimplified assumptions again. See how it wont work.

It fails at trying to predict the price, but i still think its valuable by visualising some supply side dynamics. Even if its right for some time, it just wouldnt matter, because its trying to solve something impossible. So lets just note that it just shows us something we can expect about the supply side in the next years, if we make the separation here, we can actually still work with this information.

Also golds SF is probably way higher than calculated in the model, and Bitcoins a lil lower(lost coins). Still not everyone is running into gold, because theres more factors than just this. Fundamental analysis is way more efficient. Both are money, Bitcoins monetary properties are way superior to golds. Even if gold wouldnt be mined anymore in this decade, I still expect Bitcoin to rise more, for this reason alone. The highest saleable good becomes money, fiat beats gold(more people hold wealth in fiat than in gold, even if its dumb), and bitcoin will beat fiat, and rise for this reason alone, not just because SF.


I guess you have to patiently re-read all this thread, as I think every one specific statement you declared in this post has been already extensively analysed, discussed and debunked.
S2F is not a guarantee of future price paths, this has been a clear statement everyone had in their own mind during this years.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: tadamichi on June 23, 2022, 12:46:36 AM
I guess you have to patiently re-read all this thread, as I think every one specific statement you declared in this post has been already extensively analysed, discussed and debunked.
S2F is not a guarantee of future price paths, this has been a clear statement everyone had in their own mind during this years.
Sorry man i shouldve checked before, i didnt follow this before, but i took the time read to everything now. And it kinda cleared up the things i had in my mind, thanks for the thread. Lets see what the future holds.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on August 09, 2022, 11:59:52 AM
PlanB published another article about investing:

https://i.ibb.co/rpSDGCX/60723464.jpg (https://planbtc.com/20220807QuantInvesting101.pdf)


 Quant Investing 101 (https://planbtc.com/20220807QuantInvesting101.pdf)

I implemented his algorithm on my Tradingview, but as I am away from my laptop, I cannot make it available to everyone.
I will do it asap.






Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on August 09, 2022, 08:19:47 PM
Here is the indicator:

https://i.ibb.co/vJGxQ20/60723464.png (https://www.tradingview.com/script/eIF7EgXb-PlanB-Quant-Investing-101/)

Search "PlanB RSI Strategy".
As I said, this is my first try with PINE Editor, so the code might be shaky.
Suggestions are more than welcome.


EDIT: Log Graph, as suggested by PlanB himself (my life is now complete!)

https://i.ibb.co/gDX4hvt/60723448.png




Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: Rikafip on January 21, 2023, 08:25:37 AM
I don't know if you guys noticed but a couple of days ago PlanB started his own YouTube channel. So far he only has few interviews made by other YouTubers but he said that he is currently working on his first video. Anyway, here is the link https://www.youtube.com/@PlanB_Bitcoin


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on January 25, 2023, 11:56:10 PM
Great, thank you @Rikafip.
PlanB published an interesting video:

https://i.ibb.co/nQZTczs/61655406.png (https://www.youtube.com/watch?v=zdsR1PpJPDw)

A little bit amatoriali as production, he's still has to perfection as a YouTuber, but this is a new and good way to explain his tweets that for some reason are obscure to most readers.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on March 25, 2023, 08:33:22 AM
Finally, with the latest bullishness, PlanB is tweeting about Stock to Flow again:

https://i.ibb.co/fFZ6vzQ/61973108.png


Basically, PlanB is expecting Bitcoin to grow an order of magnitude (10x) following the doubling of the S/F ratio from 55 to 110.
Of course, this is something like back fitting, but It's only a reference, not an absolute trading point!


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on April 09, 2023, 01:09:27 PM

PlanB is not considering Stock to Flow Broken yet, and he has been tweeting about it lately.

https://talkimg.com/images/2023/05/15/blobd2752c923f2b49ca.png (https://twitter.com/100trillionUSD/status/1645036163642667008?s=20)

and also:

https://talkimg.com/images/2023/05/15/blobce1e81716f64a702.png (https://twitter.com/100trillionusd/status/1644996780579274752?s=61&t=BNRjRmA69BkEgrSO9lNSYw)


I guess in the case of a pump, we will hear more from him.


Being totally honest I guess he is also trying to relaunch his Twitter account after being shadow banned for a long time. So he's tweeting like mad.



Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on May 04, 2023, 12:21:56 PM
Rejoice!
Stock to flow is not broken, and at the time of halving, we will see it again!

https://talkimg.com/images/2023/05/15/blob39adfdf6d92dd4cc.jpeg (https://twitter.com/100trillionusd/status/1654073948282273792?s=46&t=ybCp3ydjDJA_wR_uVxrEgA)

Of course, a lot of bullishness in the air, and I thing a value of one on the ratio of market price/model price is long overdue.

I see too many risks being taken away from the table and a compelling macroeconomic environment for the orange coin to prosper.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: zasad@ on May 06, 2023, 01:22:03 PM
If you build graphs with such accuracy, then you can pull the owl on the globe for a long time :)
I used to read PlanB forecasts, but now it looks like a scenario for trapping new hamsters.
Even if the price drops to $15,000 in the coming months, it will not be noticeable on his chart.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on July 22, 2023, 07:47:57 PM
Wow.
A very nice article from Croesus about Stock to Flow article:

Stock-to-Flow Reality (https://www.onceinaspecies.com/p/stock-to-flow-reality)
Quote
You may think the Stock-to-Flow Model fell short, but it's still directionally correct, and here's why[/section]

In this paper, Croesus analysed why the S2F model "failed" only to understand that probably, due to overconfidence, PlanB didn't do enough to "correct" people's misunderstanding of the model and pumped it, twice, to the higher and higher target price.

Of course, when those prices didn't realise, people were mad t the model rather than at their interpretation.

Croesus then highlights some improvements for the model, such that his informative power is more excellent next time.
Interesting
It is helpful, above all, to refute the most common criticism of the model itself.


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: fillippone on February 12, 2024, 09:28:11 PM
I am resuming this thread as PlanB today tweeted an interesting concept:

https://www.talkimg.com/images/2024/02/12/viKCl.png (https://twitter.com/100trillionusd/status/1757119672531492968?s=61&t=-CNlPupZkOpJKsfZCTjg_Q)

Buying the BTC 6 months before the living and selling it 18 months after it, significantly overperforms the BTC price.
I suspect it also reduces the series' volatility (improved shape ratio).
 


Title: Re: Stock-to-Flow Model: Modeling Bitcoin's Value with Scarcity
Post by: JayJuanGee on February 13, 2024, 03:07:37 AM
I am resuming this thread as PlanB today tweeted an interesting concept:
https://www.talkimg.com/images/2024/02/12/viKCl.png (https://twitter.com/100trillionusd/status/1757119672531492968?s=61&t=-CNlPupZkOpJKsfZCTjg_Q)
Buying the BTC 6 months before the living and selling it 18 months after it, significantly overperforms the BTC price.
I suspect it also reduces the series' volatility (improved shape ratio).

I don't mind these ideas.. they sound all fine and dandy, but are we going to trade on this?  especially the selling part?  And if we sell, then how much are we going to sell?  more than 50% of our stash? or less than 50% of our stash?  selling 10% or 20% might be acceptable to me, but any more than that, and I am not really with it. .nad then if I sell then I am anxious to get back in, and sure.. maybe 6 months before the halvening would be acceptable, but I can imagine myself feeling a bit uncomfortable staying out for that long... but I suppose that if it is ONLY 10% or 20% of my stash I might be less nervous, but if it were higher amounts of my stash, I would likely be even more nervous to get back in a lot sooner than 6 months prior to the halvening.