Causal inference and experimental design
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- 1.1 Intro
- 1.2 Design declaration
- 2.1 Causality
- 2.2 Estimands and Identification
- 3 Frequentists inference
- 4 Bayesian inference
- 5.1 Experimental design
- 5.2 Design evaluation
- 6. Topics 1 incl controls, doubly robust, Diff in Diff, matching
- 7. Topics 2: incl synth, IV, survey experiments, RDD, ethics
- 8. Topics 3: incl mediation, SUTVA, open science
This syllabus: https://macartan.github.io/ci/syllabus.pdf
| Date | Time | Location | Topic |
|---|---|---|---|
| 10 Jan 2025 | 10 - 12 | WZB B002/003 | Intro |
| 17 Jan 2025 | 9 - 1 | WZB B002/003 | Causality and causal inquiries |
| 24 Jan 2025 | 9 - 1 | WZB B002/003 | Frequentist answer strategies |
| 31 Jan 2025 | 9 - 1 | WZB B002/003 | Bayesian answer strategies |
| 14 Feb 2025 | 9 - 1 | WZB B002/003 | Design and evaluation |
| 21 Feb 2025 | 9 - 1 | WZB B002/003 | Topics 1 |
| 28 Feb 2025 | 9 - 1 | WZB B002/003 | Topics 2 |