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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.
  1. 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
  2. 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. Back to Overview
  Register for this course

Page last updated on 05 September 2023

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