In this paper I analyze a broad class of continuous-time jump diffusion models of asset returns. In the models, stochastic volatility can arise either from a diffusion part, or a jump part, or both. The jump component includes either compound Poisson or Lévy α-stable jumps. To be able to estimate the models with latent Lévy α−stable jumps, I construct a new Markov chain Monte Carlo algorithm. I...