According to Kaiko's research, Binance ranked first in liquidity among 43 exchanges in the second quarter, with Bybit and Coinbase ranking second and third respectively. Kaiko's evaluation criteria include trading volume, trading volume contribution, market depth, coefficient of variation, and market quality score.