Finite-sample inferences about mean-standard deviation bounds for stochastic discount factors

Using Bayesian methods of inference, we develop a procedure for evaluating the finite-sample uncertainty about the estimated Hansen-Jagannathan bounds for the mean and standard deviation of stochastic discount factors.