This dissertation contains four autonomous academic papers on asset pricing models with jump processes, including the studies of equilibrium asset pricing model, option pricing model, and empirical test. The common thread between them is the application of jump processes that links them in asset price modeling. The first three papers study Lévy process and its inhomogeneous extensions, while the last one studies contagious Hawkes processes. The first essay proposes a novel equilibrium asset pricing model under the semiparametric jump diffusion framework, including drift, volatility and jump intensity in a general time-varying form. The corresponding pricing kernel provides insights on option pricing, and equity premium puzzle [Mehra & Presc...