Causal inference using repeated cross sections

Sadish Dhakal writes: I am struggling with the problem of conditioning on post-treatment variables. I was hoping you could provide some guidance. Note that I have repeated cross sections, not panel data. Here is the problem simplified: There are two programs. A policy introduced some changes in one of the programs, which I call the …