4.6 Moving beyond hypothesis testing

• Analyze all your data

• Present all your comparisons (don’t down select with p-values)

• Make your data public

To avoid Type M and Type S errors, study large difference, gather large samples, or accept uncertainty and embrace variation using Bayesian methods!

Gelman and Loken 2014 also encourage prepublication replication when possible.