Cleveland Fed Study Finds Crypto Investors Driven by Beliefs and Swayed by Past Returns
Key Takeaways
- •Survey results showed that crypto owners expected much higher returns than non-owners and saw the asset as less risky.
- •Return expectations explained more of the variation in crypto ownership than age, income, or gender.
- •People shown Bitcoin’s prior 12-month performance increased both their intended crypto allocation and their later purchases.
- •The information effect was strongest among respondents who said they lacked enough information to judge crypto.
- •The researchers found that gains from Bitcoin can raise durable-goods purchases, but the effect did not extend to ordinary spending.

A new working paper from the Federal Reserve Bank of Cleveland offers an explanation for why cryptocurrency behaves so differently from traditional financial assets: Americans who buy crypto do not merely differ in demographics or risk appetite — they hold radically different beliefs about the future returns of digital assets.
The researchers argue the finding may help account for both crypto's persistent volatility and the way rallies draw in new buyers, potentially creating a feedback loop in which rising prices reinforce bullish expectations and pull additional investors into the market.
Drawing on repeated surveys of as many as 25,000 US households per wave, researchers Michael Weber, Bernardo Candia, Olivier Coibion and Yuriy Gorodnichenko found that expectations about crypto returns explain more of the variation in who owns cryptocurrency than a broad range of demographic characteristics. The four authors are veterans of a research program that has spent over a decade using large-scale randomized surveys to study how households and firms form expectations, methods they previously applied to inflation and monetary policy.
The paper, titled "Do You Even Crypto, Bro? Cryptocurrencies in Household Finance", also uses a randomized information experiment to show that simply telling people about Bitcoin's (BTC) recent performance can increase both their desired crypto allocation and their subsequent purchases. As with all Fed working papers, the study is preliminary research circulated to stimulate discussion and comment, and the views expressed are those of the authors rather than an official position of the Federal Reserve.
The authors say the results point to a potential mechanism behind speculative bubbles: past gains attract new investors, whose purchases push prices higher and potentially draw in still more buyers.
"Positive returns attract new participants, which raises the price further," the authors write.
The reasoning echoes Yale economist Robert Shiller's work on "narrative economics," which argues that contagious stories — rather than fundamentals alone — can move asset prices and fuel speculative episodes.
Poorly understood, sharply divergent expectations
That dynamic is particularly striking because cryptocurrency remains poorly understood by a large share of the population. In the researchers' 2021 survey, 87% of people who did not own crypto said they didn't know what return to expect from it over the following year. Among crypto owners, the figure was still 54%.
For those willing to make a forecast, however, the gap was enormous. Crypto owners expected an average 22% return over the following year, compared with just 7% among non-owners. Owners also tended to view crypto as less risky than non-owners did.
The researchers found that expected returns were unusually powerful in determining ownership. A one-percentage-point increase in an individual's expected crypto return was associated with a 0.8-percentage-point increase in the probability of owning cryptocurrency. Expectations about returns and risk together explained considerably more variation in crypto ownership than observable characteristics such as age, income and gender.
That makes crypto an outlier compared with stocks, bonds and gold. For traditional assets, demographic and financial characteristics generally have much more explanatory power than differences in expected returns. Crypto reverses that relationship.
The demographic profile of crypto investors nevertheless remains distinctive. People under 40 were 13 percentage points more likely to own cryptocurrency than those over 60, even after controlling for other characteristics. Men were about 4 percentage points more likely than women to own crypto, while higher-income and wealthier households were also more likely to participate. That skew is consistent with what other major US household surveys, including the Federal Reserve's own annual Survey of Household Economics and Decisionmaking, have found about crypto ownership in recent years.
Information about past returns changes behavior
The experiment provides perhaps the paper's most consequential finding for crypto markets. In 2025, researchers randomly assigned households to receive information about BTC, stocks, GameStop or inflation. Participants who were shown Bitcoin's previous 12-month return increased their desired crypto portfolio allocation by roughly 2 percentage points, or about a 47% increase relative to the 4.3% desired allocation among the control group. Actual subsequent crypto purchases also rose by about 2.5 percentage points.
The authors describe the result as "providing information about recent Bitcoin returns induces some households to start buying cryptocurrency."
The effect was concentrated among people who said they didn't own crypto because they lacked sufficient information. Those who already believed crypto was a bad investment generally did not respond to the information treatment.
Crypto gains spent like "gambling income"
The paper also finds that crypto wealth can spill into household consumption. A doubling in BTC's price made a household whose entire financial portfolio was in crypto 1.4 percentage points more likely to buy a durable good, equivalent to roughly a 7% increase relative to the unconditional probability of such a purchase. But the effect did not persist into ordinary spending.
That led the researchers to a stark comparison: crypto gains appear to be treated more like "gambling income" or lottery winnings than a permanent increase in wealth. The comparison aligns with a long-standing economics distinction between windfall gains and permanent income, documented in studies of everything from lottery winners to tax rebates.
The broader implication is that crypto's volatility may be rooted partly in disagreement and learning rather than simply in market fundamentals. The authors conclude that cryptocurrency stands out because it is poorly understood, investors form sharply different views about its prospects, and new information about past returns can change both expectations and behavior.
"The absence of common information and beliefs about crypto across investors," they write, "suggests that price volatility will continue to be one of the most defining characteristics of this new asset for the foreseeable future."
For crypto markets, that points to a potentially uncomfortable conclusion: the next wave of retail demand may depend not only on Bitcoin's price, but on what investors are told about the price that came before it.