Tournaments of heterogenous candidates can be thought of as probabilistic mechanisms that select high-quality agents. We quantify the efficiency of such selection by the likelihood of selecting the best player, here termed "predictive power." We study three widely used tournament formats: contests, binary elimination tournaments, and round-robin tournaments.