A Note on the Influence of the Sample on the Posterior Distribution

Abstract This article studies when and how the posterior distribution responds monotonically to changing sample evidence. The monotone likelihood ratio (MLR) property, which implies stochastic order, is suggested as a convenient ordering to express and demonstrate this monotonicity.