This dissertation seeks to combine ideas from literature in Machine Learning and the econometric analysis of games, and contributes to the analysis of dynamic competition in the context of high dimensional covariates. Chapter 1 studies new entry and mergers in the U.S. airlines industry and explores how the incentives of ...