Topics in the Theory and Practice of Causal Inference (ECO-AD-THECAUINF)
ECO-AD-THECAUINF
Department |
ECO |
Course category |
ECO Advanced courses |
Course type |
Course |
Academic year |
2024-2025 |
Term |
BLOCK 3 |
Credits |
.5 (EUI Economics Department) |
Professors |
|
Contact |
Simonsen, Sarah
|
Sessions |
|
Purpose
A 10-hour topics course in recent advances in causal inference from experimental and ob- servational data.
- Principal stratification analysis (3 lectures)
- Principal stratification analysis
- Censoring due to death
- Understanding mechanisms and mediation analysis
- Principal fairness
- Identification and different modes of inference
- Causal Inference with interference (2 lectures)
- Cluster/partial interference in randomized studies
- Design, detect, assess interference
- Cluster/partial interference in observational settings
- General network interference in experimental and observational settings
Exercise classes
No exercise class
Teaching material
Selected journal articles and lecture notes provided by the instructor.
Evaluation
- Participation (30%)
- Final project (70%)
The final project is intended to be carried out individually, or in teams of two or three students. The final product of the project will consist of a short (at most 10 pages) paper and a presentation given to the class at the end of the course. Applying the course’s methods to your own research is most welcome, as is doing methodological work or simulation-based work. I can provide also data on specific case studies that the students can analyze in their final project.
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Page last updated on 05 September 2023