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...