Much has been written on the abuse and misuse of statistical methods, including p values, significance, so forth. I present some best practices in statistics using a running example data analysis. Focusing primarily frequentist Bayesian linear mixed models, illustrate defensible ways which inference—specifically, hypothesis testing Bayes factors versus estimation or uncertainty quantification—c...