In this dissertation, I develop methods for Bayesian inference in dynamic discrete choice models (DDCMs.) Chapter 1 proposes a reliable method for Bayesian estimation of DDCMs with serially correlated unobserved state variables. Inference in these models involves computing high-dimensional...