In this module, we cover

Lecture slides:

Follow-up slides:

Recordings:

Follow-up recording:

Hernan & Robins, Causal Inference: What if... (Links to an external site.), Chapter 15 (Outcome regression and propensity scores)
Brady Neal's videos on Estimation and Chapter 7 in ICI (Links to an external site.)
Stuart, Matching methods for causal inference: A review and a look forward, 2010

Make note that the previous year's slides and videos may not completely reflect the content of this year's course.

Slides:

Slides [2021], Follow-up slides [2021]

Corrections:

The notation in the derivation of identifiability using IPW has been corrected in the intro lecture slides above.

Part 1: Recap

Part 2: Inverse-propensity adjustment

Part 3: Inverse-propensity adjustment (cont.)

Part 4: Short note on matching

Part 5: Sensitivity analysis