Thomas, thanks for writing this very useful paper and a crystal-clear blog post. Good luck on the market! One question: have you worked out extensions for when one might be interested in studying the effect of treatment on moments other than the mean? You are absolutely right that the difference in means is the important case. I am just excited to apply this to an early-stage project of mine, where I care about effects on the variance.