I’m interested in studying how Bayesian hierarchical models work and I want to start with what seems like the simplest case, the hierarchical beta-binomial model. It’s actually not that simple, it seems. There are too many choices for the hyperprior that you use in this setting.

If you run a google search on the hierarchical beta binomial model, you see a lot of helpful choices.