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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
Discussion 2. Analyzing an Experiment in R
Discussion 3. Treatment effect heterogneity in an Experiment
Discussion 4. Interference and Stat Review
Discussion 5. Directed Acyclic Graphs
Discussion 6. Course Project- Part 1
Discussion 7. Parametric g-formula
Discussion 8. Matching
Discussion 9. Instrumental Variable
Discussion 10. Regression discontinuity
Assignments
Due dates
Problem Set 1. Definitions
Problem Set 2. Experiments
Problem Set 3. DAGs.
Problem Set 4. Statistical Modeling
Course information
Who we are
References
References
Who we are
On this page
References
Syllabus
Canvas
Ed Discussion