Research

20 February 2026

Discounting Bitcoin’s Value for Quantum Risk

Through all Bitcoin’s 17 years of history, the risk of a quantum attack was zero. That all changed in 2025. The discount factor for Q-Day is 20% today and growing…

Charles

23 January 20266 min read

Gold is Money, Once Again

And why a gold price over $12,000 makes sense.

Charles

26 August 202512 min read

The Treasury Company Bubble

How over 150 publicly listed companies are turning into Bitcoin treasury firms, the success of pioneers like Strategy, and the risks of over leverage and mNAV compression that could shape the future of digital assets…

Charles

22 August 20257 min read

A Bitcoin Treasury Company Unwind

Bitcoin Treasury Companies mNAVs are getting squeezed. Are Tradfi capital markets reaching exhaustion?

Charles

24 July 20258 min read

The Bitcoin Treasury Demand Shock

A world first release of live Bitcoin Treasury Company metrics and the incredible demand shock they are creating for Bitcoin…

Charles

26 January 202410 min read

Guardian On-chain Risk Manager

Capriole’s Guardian Risk Manager tracks on-chain exchange risk 24/7. Here’s how it works and how you can use it.

Charles

3fm
26 July 20235 min read

The Three Factor Model

90% of the S&P500 returns over the last half century can be explained by a simple three factor macroeconomic model. GDP, money supply and interest rates.

Charles

6 December 20225 min read

Why markets are not as overvalued as you might think.

And why the Shiller PE Ratio is broken. Look back metrics for valuing markets say that the stock market is overvalued. But there is a big problem with lagging metrics like Shiller PE (the CAPE Ratio), the growth rate of company earnings has quadrupled over the last three decades. If we allow for the fact earnings […]

Charles

11 November 20224 min read

Bitcoin Miner Sell Pressure

A new on-chain metric to track when Bitcoin miners are selling more of their reserves than usual. A common leading indicator of capitulations.  [Originally published on Twitter here: https://twitter.com/caprioleio/status/1591024605640019968] Introducing: Bitcoin Miner Sell Pressure. A free, open-source indicator which tracks on-chain data to highlight when Bitcoin miners are selling more of their reserves than usual. […]

Charles

2 November 20223 min read

The Bitcoin Yardstick

A rule-of-thumb Bitcoin valuation tool. [Originally posted as a Twitter thread here: https://twitter.com/caprioleio/status/1587737939588616192] Today we are seeing valuations unheard of since Bitcoin was $4K. Introducing a very simple, rule-of-thumb Bitcoin valuation tool: Bitcoin Yardstick = market-cap / hash-rate, normalized over 2 years of data. Similar in concept to a “PE Ratio”, except instead of stock […]

Charles

29 October 20228 min read

Everything you need to know about yield curves

An analysis of 150-years of yield curve inversions and why they are a great forecasting tool. In this article we will cover: What on earth is a yield curve? Yield curve inversions have preceded every recession since 1956. You should understand them. The information in a yield curve is invaluable to the long-term investor. A […]

Charles

16 September 20226 min read

SLRV Ribbons

Introducing a Bitcoin strategy which uses on-chain investor flows to outperform Bitcoin. Introduction In issue 23 of the Capriole Newsletter we introduced a new Bitcoin on-chain metric, SLRV Ribbons. This article dissects this strategy and shows the benefits of on-chain analysis for Bitcoin investing. Based on backtests over the past 5 years, a simply long-or-cash portfolio using […]

Charles

17 June 20226 min read

The Digital Asset Thesis

A birds-eye view at Bitcoin and digital assets in 10 charts A Birds-eye View It’s easy to miss the forest for the trees when considering crypto. It’s too volatile, it’s too risky, it’s speculative. This article takes an aerial view of Bitcoin and digital assets. It’s a combination of historical performance facts we find convincing […]

Charles

2 June 20225 min read

The Capriole Macro Index

An introduction to Capriole’s autonomous, fundamentals only, Bitcoin trading strategy which analyzes over 35 on-chain and macro market data points Capriole Investments is a quantitative asset manager. While we gain a lot of insight and learnings from visual charts and individual metrics, at the end of the day our assets are managed by automated algorithms which […]

Charles

25 October 20216 min read

A Simple Metric to Identify Bitcoin Tops

Introducing: Supply Delta Identifying how strong and weak hands accumulate and distribute their Bitcoin provides a good leading indicator for identifying price tops and risk regions. In this article we introduce a simple metric “Supply Delta” which helps highlight when risk of a price top is locally high and may warrant tighter risk management. Supply […]

Charles

18 October 202015 min read

What is Money?

The economic fundamentals you need to know to preserve your wealth. Take-aways The missing link A critical piece of information is missing from our education system. A clear definition of money. When we graduate, we are expected to go into the world and work to grow money for our employer, money for our economy and […]

Charles

22 January 20208 min read

The Energy Standard

Bitcoin is Henry Ford’s Energy Currency Ford’s Energy Currency 99 years ago, Henry Ford, one of the greatest businessmen of all time, planned the development of an “Energy Currency” to replace gold. Ford’s goal was to end wars which he argued were centered around the control of money: “The essential evil of gold in its […]

Charles

13 December 201912 min read

Bitcoin Energy-Value Equivalence

The Intrinsic Value of Bitcoin as Determined by Energy Spent Take-aways Bitcoin Energy-Value Equivalence In Bitcoin’s Production Cost we observed the relationship between Bitcoin’s Price and Bitcoin Mining expenditure. Variations in Bitcoin’s Production Cost were found to be primarily driven by the level of electrical energy input and energy efficiency of mining hardware, with many other factors […]

Charles

13 December 201910 min read

Bitcoin’s Production Cost

An Estimate of Bitcoin’s Production and Electrical Cost — a Historic Floor in Bitcoin’s Price. Takeaways This article links Bitcoin’s electrical consumption to the cost of Bitcoin production. In doing so we gain insight into the historical profitability of Bitcoin mining and an indication to when Bitcoin mining businesses are struggling. Over the last 5 […]

Charles

30 October 20196 min read

Hash Ribbons & Bitcoin Bottoms

[EDIT 13 April 2023: Originally published on Medium in 2019, Hash Ribbons is perhaps the best performing long-term buy signal for Bitcoin. Hash Ribbons uses on-chain data to identify miner capitulations and recoveries. It is a top 50 / 100,000+ scripts on TradingView. Live indicator also on Glassnode.] When miners give up, it is possibly the […]

Charles

11 October 20195438 min read

Metcalfe’s Law Says Bitcoin is Overvalued

Metcalfe’s Law has been tried and tested at valuing networks, including Bitcoin. Today, Metcalfe’s Law suggest we are currently in the longest period of overvaluation in Bitcoin’s history. Has Metcalfe’s Law stopped working, or are we in for more corrections? Metcalfe’s Law Metcalfe’s Law has been successfully used to value a variety of network effect […]

Charles

10 October 20199 min read

Bitcoin Valuation using Dynamic Range NVT Signal

NVT Signal, or Bitcoin’s “PE Ratio”, is one of the best metrics for identifying over-valuation. However, the drastically changing nature of the Bitcoin network, and movement off-chain, could make traditionally high NVT Signal values relatively less expensive in the future. Using a Dynamic Range NVT Signal allows for continued maturity in the Bitcoin network and […]

Charles

10 September 201913 min read

The Next Resession

A Real-Time Recession Indicator to warn you when the next recession is coming and why it might be less than 2 years away. Recession is coming. That’s what all the talk seems to be about in business news lately. In fact, google searches for “recession” spiked to their highest level since the 2008/2009 financial crisis […]

Charles

6 August 20196 min read

Bitcoin Bottom Fishing with Miner Capitulation

Identifying Bitcoin Bottoms with the Bitcoin ‘Hash Rate Capitulation’. Bitcoin miners keep the network alive. Miners ensure the validation of transactions and network security via sheer computational power. When the total Bitcoin hash rate goes down, it shows that miners are leaving Bitcoin. History has shown that Bitcoin miners are very resilient. It takes drastic […]

Charles