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Causal Inference Course
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Table of contents
Welcome
1
Defining counterfactuals
Identification by exchangeability
2
Exchangeability and experiments
3
Consistency and positivity
4
Directed Acyclic Graphs
5
Statistical modeling
Identification without exchangeability
6
Instrumental variables
7
Regression discontinuity
8
Difference in differences
9
Synthetic control
Areas of active research
10
Current research
11
Course recap
Discussions
Discussion 1. Prob & Stats Review
Assignments
Due dates
Problem Set 1. Definitions
Course information
Who we are
References
Due dates
We’ll post due dates here throughout the semester.
Upcoming
Problem Set 1: Due Sep 9
Past
Discussion 1. Prob & Stats Review
Problem Set 1. Definitions
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Due dates
Upcoming
Past
Syllabus
Canvas
Ed Discussion