Wiki page, DAT465 Causality and causal inference: 5. Observational studies 2: Estimation (cont.)

Wiki page
2021-08-23T10:27:57+02:00

Module contents

In this module, we cover

Propensity-adjustment

Brief discussion about matching

Sensitivity analysis

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

Reading / watching suggestions

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

Previous year's course

In 2020, this course was given as a PhD course. The video for this module from that run is available below, and the slides are available here: [introduction, follow-up]. Make note that this does not completely reflect the content of this year's course.