I put this in the Prior Choice Recommendations wiki awhile ago: “The prior can often only be understood in the context of the likelihood”: http://www.stat.columbia.edu/~gelman/research/published/entropy-19-00555-v2.pdf Here’s an idea for not getting tripped up with default priors: For each parameter (or other qoi), compare the posterior sd to the prior sd. If the posterior sd for …