A new study from Stanford University and Columbia Business School has documented how retail traders in crypto perpetual futures markets consistently pay higher fees than institutional participants. The research, released on September 18, 2026, focused on Hyperliquid, one of the largest venues for perpetual futures contracts in crypto.
The core finding reveals that individual traders disproportionately execute trades as takers on the order book, which is the more expensive side of trades.
How the Fee Structure Works
Most trading platforms use a two-tier fee system. Makers add liquidity by placing limit orders that wait to be filled, while takers remove liquidity by placing market orders that execute immediately. Takers pay higher fees because they consume liquidity rather than provide it.
The study found that retail traders overwhelmingly operate as takers, using market orders that execute immediately and incur premium fees. This pattern repeats in perpetual futures markets, which never close and allow traders to maintain leveraged positions indefinitely.
Behavioral Patterns Drive the Gap
The research identifies systematic behavioral differences between retail and institutional market participants. Retail traders, categorized as likely speculators, tend to prioritize speed over cost efficiency, favoring immediate execution through market orders rather than patient limit orders.
More sophisticated traders and market makers typically sit on the maker side, earning rebates or paying lower fees while providing the liquidity that retail traders consume. This creates a structural transfer of value from less experienced participants to more experienced ones through the fee schedule itself.
Study Scope and Transparency
The researchers did not disclose specific fee percentages or individual tokens analyzed. The focus was on behavioral patterns rather than granular pricing data. Hyperliquid's operation as a decentralized exchange with transparent order book data made the research possible, unlike more opaque centralized alternatives.
