The Shrinkage Trilogy: How to be Bayesian when analyzing simple experiments

There are lots of examples of Bayesian inference for hierarchical models or in other complicated situations with lots of parameters or with clear prior information. But what about the very common situation of simple experiments, where you have an estimate and standard error but no clear prior distribution? That comes up a lot! In such …