We investigate how the increase in speed of U.S. equity markets has distorted liquidity measures. We find that the widely-used Monthly Trade and Quote (MTAQ) database yields a percent effective spread 43% higher than our benchmark, a quoted spread that is nonpositive nine times more often, and a...