1. Introduction and Potential Outcomes
2. DAGs, Confounding, Backdoor Criterion
3. Effect Modification, Interaction, and Collapsibility
4. Selection Bias, Non-Compliance, and Measurement Error
5. IP Weighting and G-Computation
6. More PS Estimators and Double Robustness
10. Time-Varying Treatment Part 1
11. Time-Varying Treatment Part 2
12. Instrumental Variable Analysis Part 1