Stanford study reveals retail traders face high fees in crypto boom

The crypto market’s version of a casino comp works in reverse. Instead of rewarding the most frequent players, the house charges them more. That’s the core finding of a new study from researchers at Stanford University and Columbia Business School, which documents how retail traders in crypto perpetual futures markets consistently pay higher fees than their institutional counterparts.

The research, released on September 18, 2026, zeroes in on Hyperliquid, one of the largest venues for perpetual futures contracts in crypto. Its conclusion is straightforward but uncomfortable: individual traders, the ones most likely to be speculating on price movements, disproportionately execute trades on the taker side of the order book, which is the more expensive side.

The maker-taker gap, explained

Most trading platforms use a two-tier fee system. Makers add liquidity to the order book by placing limit orders that sit and wait to be filled. Takers remove liquidity by placing market orders that execute immediately against existing orders. Takers pay more because they’re consuming liquidity rather than providing it.

What the Stanford-Columbia study found is that retail traders overwhelmingly show up as takers. They’re hitting the market order button, paying premium fees, and doing so repeatedly in a market that never closes. Perpetual futures, unlike traditional futures contracts, have no expiration date. They let traders maintain leveraged bets on crypto prices indefinitely, with funding rates used to keep contract prices tethered to spot market prices.

Why retail traders keep paying up

The study identifies systematic behavioral differences between retail participants and other market users. Retail traders, categorized in the research as likely speculators, tend to favor immediacy over cost efficiency. They want in and out of positions quickly, which means market orders rather than patient limit orders.

The pattern is self-reinforcing. More sophisticated traders and market makers tend to sit on the maker side, earning rebates or paying lower fees while providing the liquidity that retail traders consume. The result is a structural transfer of value from less experienced participants to more experienced ones, mediated by the fee schedule itself.

It’s worth noting that the researchers did not disclose specific fee percentages or name individual tokens involved in the analysis. The focus was on behavioral patterns rather than granular pricing data. But the directional finding is clear: retail traders face a cost disadvantage that scales with their activity level.

What this means for the perpetual futures market

Hyperliquid has emerged as a major venue in this space, attracting significant trading volume as the broader crypto market has heated up. The platform operates as a decentralized exchange purpose-built for perpetual futures, which means its order book data is more transparent than what you’d find on centralized alternatives. That transparency is what made the Stanford-Columbia research possible in the first place.