I'm planning to release a series of blog posts walking out Bayesian power analysis. It'll be based around using simulations with brms models. The current plan is to release the content in 5 posts:
- Part I: Intro to simulation, focus on rejecting the null
- Part II: Alternative approach: focusing on interval widths
- Part III: Putting Gauss aside to explore models with Poisson and binomial likelihoods
- Part IV: Introduction to simulations with multilevel models
- Part V: Using frequentist simulations to inform Bayesian simulations
Here you can find the .Rmd and .md files for each part. Unfortunately, github_document files still do a poor job rendering LaTeX equations. So please forgive those; they'll look better once I move the posts over to my blog.
In the meantime, constructive peer-reviews are welcome!