The abuse of discretion standard means gatekeeping decisions are rarely reversed, which makes the trial court ruling effectively final and raises the stakes of the initial motion. It also produces inconsistency, since two courts can reach opposite conclusions on similar testimony without either being reversed. Judge-specific research on prior Daubert rulings is accordingly more useful than circuit-level authority.