Power priors are used for incorporating historical data in Bayesian analyses by taking the likelihood of raised to power α as prior distribution model parameters. The parameter is typically unknown and assigned a distribution, most commonly beta distribution. Here, we give novel theoretical result on resulting marginal posterior case normal binomial model. Counterintuitively, when current perfe...