The stochastic properties of prices in a speculative market are investigated. Agents in the market start with different priors, but update in a rational (i.e., Bayesian) way from realizations of payoffs on the risky asset. Convergence of the equilibrium price to the rational expectations price is investigated, as well as the asymptotic properties of two standard tests of rational expectations. The results are contrasted with stylized facts from forward markets