Strategic experimentation with privately observed payoffs

We study a strategic experimentation game with exponential bandits in which experiment outcomes are private. The equilibrium amount of experimentation is always weakly higher than with public outcomes. Moreover, in pure equilibria, experimentation is never significantly below the socially optimal level and may be strictly higher. We provide a tight bound on the extent of over‐experimentation. The analysis rests on a novel encouragement effect.