DAGs and potential outcomes
- Prologue and at least one of the four acts from This American Life, “Gardens of Branching Paths,” episode #691, January 10, 2020
- Chapter 3 in Impact Evaluation in Practice1
- Chapter 4, “Potential Outcomes Causal Model” in Causal Inference: The Mixtape2
Potential outcomes, ATEs, and CATEs example page
- The example page on potential outcomes, ATEs, and CATEs shows how to use R to calculate ATEs and CATEs
The slides for today’s lesson are available online as an HTML file. Use the buttons below to open the slides either as an interactive website or as a static PDF (for printing or storing for later). You can also click in the slides below and navigate through them with your left and right arrow keys.
Videos for each section of the lecture are available at this YouTube playlist.
You can also watch the playlist (and skip around to different sections) here:
Paul J. Gertler et al., Impact Evaluation in Practice, 2nd ed. (Inter-American Development Bank; World Bank, 2016), https://openknowledge.worldbank.org/handle/10986/25030. ↩︎