just read this again, one of the greatest blogposts in existence statmodeling.stat.columbia.edu/2016/08/22/b...
statmodeling.stat.columbia.edu
Bayesian inference completely solves the multiple comparisons problem | Statistical Modeling, Causal Inference, and Social Science