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Research & insights
In-depth bitcoin research and insights from industry experts. Analysis you won't find anywhere else.
Research
In-depth bitcoin research and insights from industry experts. Analysis you won't find anywhere else.
Jesse Myers | Chief Operating Officer
Jul 31, 2023
This piece is an effort to disentangle some of the controversy around the Stock-to-Flow Model, in an attempt to separate out 1) the specific price model and 2) the man behind it from 3) the underlying concept from the commodities valuation world of stock-to-flow.
While #1 and #2 remain sensitive and polarizing topics in the Bitcoin community, the fact remains that #3 appears to have merit and is essential to evaluating Bitcoin as an investable asset, as evidenced by recent reports from Fidelity and Van Eck.
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Onramp is proud to bring you this polarizing piece, as we remain dedicated to drawing attention to important topics for Bitcoin investors to be aware of and consider. Hope you enjoy the read!
The Stock-to-Flow Model extrapolated a stairway up to heaven. We all wanted it to be proven 100% right — I certainly did.
However, I also knew it would disappoint at some point. For this reason, I have long characterized it as “specifically wrong, directionally correct.”

The S2F Model defined the excitement and anticipation of the 2020-21 Bitcoin bull market. Fast forward a few years and the S2F Model has become deeply unpopular — the subject of derision — an example of overhyped statistical extrapolation that fell flat on its face.
This is understandable, but it is also unfortunate. And frankly, unwarranted.
By spurning the S2F Model, people toss out the baby with the bathwater.
A life-changing insight about Bitcoin as a savings vehicle is buried at the heart of the S2F Model. Understanding it could be the key to your financial future. That’s what this piece will explore.
In 2019, a Dutch investment professional using the pseudonym of “PlanB” (B for Bitcoin) released a Bitcoin price forecasting model. This price model was directly inspired from a section included in Saifedean Ammous’ seminal book, The Bitcoin Standard.
Here is the relevant page that PlanB built upon… which happens to sit adjacent to the page where I took inspiration for my Bitcoin pseudonym, Croesus. (Thanks, Saifedean!)

The core idea is simple. Every commodity has a certain amount of circulating supply (stock) and an amount of new supply created every year (flow). Dividing these two numbers yields a stock-to-flow ratio for a given commodity.
What PlanB did with this concept was novel and bold. He turned it into a predictive valuation model. To do this, he created a regression analysis to find a line-of-best-fit for the major store-of-value commodities. This was his result:

As you can see, the stock-to-flow ratio of a commodity is an excellent predictor of how valuable that commodity is. (Note: each axis is logarithmic, meaning exponential.)
To frame it differently, this chart suggests that a commodity with lower annual supply creation is a vastly better store-of-value asset and attracts exponentially more capital.
The reason that PlanB’s work got so much attention and catapulted him to millions of Twitter followers is that he projected this observed statistical regression forward to create a Bitcoin price forecast. This Stock-to-Flow Model predicted a stair-stepping of Bitcoin’s value every four years.
It’s worth remembering that when the S2F Model was first released, Bitcoin’s price was $4k. Bitcoin had just spent the prior year crashing from its $20k peak in 2017. Most of the world was confident that Bitcoin was headed to zero. Despite this prevailing gloom, PlanB released his audacious model suggesting that the 2020 halving would send Bitcoin’s price rocketing towards a $55k price equilibrium.
Here’s how the Bitcoin price has performed versus this original version of the S2F Model (the stair-stepping line) since its March 2019 release. Pretty darn good!

Despite the objectively strong performance of V1 of the S2F Model over the last four years, the S2F Model has fallen from favor. In fact, expressing support or praise for the S2F Model now invites mockery and contempt. (I will get a lot of shit for writing this piece.)
What happened?
In my view, the S2F Model and its creator made two missteps:
First, PlanB designed the visual output of the S2F Model as a specific price line, rather than a probabilistic range. This was a double-edged sword. On one hand, the simple line very effectively communicated the model’s predictions. However, people wanted to believe in PlanB’s astonishing price predictions so badly that they turned them into promises.
Second, the biggest mistake that PlanB made was that he revised the S2F Model upwards – not once, but twice. V1 of the S2F Model predicted that Bitcoin’s price would gravitate to $55k/BTC in this halving era (2020-2024), then the model’s inputs were revised for V2 and that price prediction was upped to $100k. PlanB later released the even-more-bullish S2FX price model.
All in all, millions of people were expecting a specific price, and for most of them, that number was $100k. When that number wasn’t reached, the mob turned angry.
Models aren’t promises. They are math applied to an existing data set to offer a probabilistic representation of the future. Importantly, these models generally assume all other conditions will remain constant. But that’s not reality.
Here are a few real-world forces that could have caused the S2F Model to underperform expectations:
Macroeconomic headwinds
Asset class inertia
In both of these scenarios, it’s not that the S2F Model was wrong, it’s that the S2F Model did not assume interference from any extraneous forces. It worked in a vacuum, but not in the messiness of reality.
That’s not the fault of the S2F Model — that’s on us for expecting the clean and prompt actualization of theoretical math.
With a few big caveats added, I believe the stock-to-flow conceptual model is still directionally valid.
Of course, these party-pooper caveats take away the splashy marketing flair that made S2F such a viral hit. (That’s why I have nowhere near PlanB’s 2m Twitter followers!)
Here they are:
What are we left with? Well, a much less sexy version of the stock-to-flow model. Something that looks like this:

But, at the heart of this version — the Stock-to-Flow Reality — lies the core idea from the original model. This is the secret to Bitcoin & why it is the best savings vehicle ever created.
Increasing scarcity means value stored in Bitcoin grows in purchasing power over time.
Additionally, this stripped-down Stock-to-Flow Reality also helps to explain why gold’s value is still 20x greater than Bitcoin’s — in fact, it suggests that there’s just a lag between the moment when Bitcoin became gold’s equal (the 2020 halving) and the eventual result of the world adjusting its behavior to properly value Bitcoin as gold’s equal.
In other words, Bitcoin is already as good of a store-of-value asset as gold — and yet, you still have time to front-run the rest of the world figuring that out.