This dissertation formulates, solves and estimates dynamic stochastic games to answer various questions that arise in Industrial Organization. First chapter is a "theoretic" investigation of learning-by-doing and organizational forgetting that shows them to be distinct economic forces whose interplay gives rise to aggressive pricing behavior, market dominance, and multiple equilibria....