Cleveland Fed Experiment Finds Bitcoin's Trailing 12-Month Gains Draw First-Time Crypto Investors
Key Takeaways
- •The Cleveland Fed experiment examined whether Bitcoin’s recent 12-month gains affect a person’s willingness to buy crypto for the first time.
- •The study found that stronger trailing returns can attract new participants into the cryptocurrency market.
- •The research describes a behavioral pattern similar to return-chasing, where people are drawn to assets that have recently risen.
- •The article says the findings are preliminary working-paper research and do not represent official Federal Reserve policy.
- •The report notes that spot Bitcoin ETFs approved in January 2024 may make Bitcoin exposure easier for new buyers through ordinary brokerage accounts.

A new experiment from the Federal Reserve Bank of Cleveland suggests that Bitcoin's gains over the past 12 months can pull first-time investors into the cryptocurrency market, illustrating how strong recent returns shape who decides to buy in.
What the Cleveland Fed experiment found about Bitcoin's yearly returns
Researchers at the Cleveland Fed ran an experiment examining how people decide to start investing in crypto. The central question was straightforward: does Bitcoin's recent performance change a person's willingness to buy for the first time?
The metric at the heart of the study is Bitcoin's "past 12-month gains" — how much the price rose or fell over the previous year, a trailing measure of return.
The reported takeaway is that stronger trailing gains can attract new participants into the crypto market, according to the Cleveland Fed working paper on cryptocurrencies in household finance. Similar findings are detailed in the full working paper document. Like other Fed working papers, it is preliminary research circulated for discussion and comment rather than a statement of official policy — a status worth keeping in mind when a central bank's name appears on a crypto headline.
One important caveat: the finding is about what attracts investors, not a promise of future returns. Past performance influencing behavior does not mean those gains will repeat.
Why recent gains sway people making their first crypto purchase
For someone who has never bought crypto, recent gains can act as a form of social proof. Watching Bitcoin rise over the past year lowers the hesitation of stepping in for the first time.
This is momentum-driven behavior, sometimes called return-chasing. People lean toward an asset that has recently gone up, using that trend as a signal that it is worth buying. The pattern is one of the most consistently documented in household finance: decades of research on mutual fund flows show investor money tending to follow funds with strong recent performance. The Cleveland Fed experiment applies that same behavioral lens to the specific decision of entering crypto for the first time.
New investors react differently from experienced holders. Existing owners weigh whether to add to or trim positions, while newcomers face a bigger, more basic decision: whether to enter crypto at all. That is why a strong trailing year matters more to them.
None of this is a recommendation to buy or sell. The experiment describes how people behave, not how anyone should act. Sharp moves like the recent rally in which Bitcoin and Ethereum prices surged as short liquidations topped $4 billion are exactly the kind of visible gains that can catch a newcomer's attention.
What this means for Bitcoin adoption and market narratives
If strong trailing returns attract newcomers, rising prices can reinforce their own adoption story. Fresh demand from first-time buyers feeds the narrative that crypto is going mainstream.
The same logic runs in reverse. Weaker recent performance may slow the pace of new investor entry, since the momentum signal that draws people in fades.
This connects to how Bitcoin adoption cycles work: gains attract buyers, whose buying supports prices, which then attracts more buyers. The Cleveland Fed research puts an experimental basis under that familiar loop.
The paper's home turf is household finance — the study of how households save, borrow and invest — and Federal Reserve household surveys have included questions about crypto ownership in recent years as digital assets became a feature of U.S. household balance sheets. That framing helps explain why a central bank research shop is asking who buys Bitcoin in the first place. The open question to watch is whether this experimentally documented behavior also shows up in real-world entry data, particularly now that spot Bitcoin ETFs, approved in the United States in January 2024, let buyers gain Bitcoin exposure through an ordinary brokerage account rather than a crypto exchange.
One study does not settle every question about crypto demand. The experiment measures a specific behavioral link, not the full range of reasons people buy or avoid Bitcoin. A related discussion of Bitcoin's investment case appears in the Chicago Booth Review.
The practical takeaway for a curious newcomer: the instinct to buy after a strong year is common and now documented, but it says nothing about what comes next. Understanding that a decision may be driven by recent momentum is a first step toward making it more deliberately.
Source: CoinLineup
Disclaimer: This article is for informational purposes only and does not constitute financial or investment advice. Cryptocurrency and digital asset markets carry significant risk. Always do your own research before making decisions.