Wiki page, DAT465 Causality and causal inference: 3. Potential outcomes & experiments

Wiki page
2021-08-23T10:20:50+02:00

Module contents

In this module, we cover

The potential outcomes framework

Treatment effects

Randomized experiments

Slides:

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

Corrections:

In the slides above, inconsistencies the notation of \Delta, \tau and Y(0), Y(1) remarked upon in the video have been corrected.

Part 1: A history of clinical trials

Part 2: Potential outcomes

Part 3: Causal effects

Part 4: Randomized experiments

Part 5: Limitations of experiments

Reading / watching suggestions

Brady Neal's videos on Potential outcomes and Chapter 2 in ICI

Brady Neal's videos on Experiments and Chapter 5 in ICI

Hernan & Robins, Causal Inference: What if..., Chapters 1–2

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.