This article provides a Bayesian method of estimating the marginal pos
terior distributions for stochastic discount factors associated with o
bserved asset returns. These estimates can be used to provide measures
of fit for asset-pricing models and to identify broad features of the
characteristics that should be explained. These measures of fit can b
e used to supplement model-evaluation exercises based on Hansen-Jagann
athan bounds.