This dissertation studies the U.S. stock market. The first chapter explores a four-moment CAPM under regime switching which incorporates the risk premia for skewness and kurtosis. As expected, estimates of risk premia for covariance, co-skewness and co-kurtosis risks are different across regimes. By allowing time-varying ...