Here’s some material on causal inference from a regression perspective. It’s from our recent book, and I hope you find it useful.
Chapter 9: Causal inference using regression on the treatment variable
Chapter 10: Causal inference using more advanced models
Chapter 23: Causal inference using multilevel models
Here are some pretty pictures, from the low-birth-weight example:
and from the Electric Company example: