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Causal Inference
Causal Graphs
COMING SOON
R for Causal Inference
COMING SOON
Python for causal inference
COMING SOON
Potential outcomes
What's in this lesson
1- Notation
2- The road not taken and the multiverse
3- Average treatment effect
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Causal Inference
Causal inference an introduction
What is a cause?
+2 more lessons
Potential outcomes
A fundamental problem
Selection bias
Randomized experiments
Causal inference assumptions
Confounders
Treatment effects
Estimating causal effects
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Basics of causal graphs
What do DAGs tell us?
+6 more lessons
The basics of matching
Covariate distance matching
+5 more lessons
Back to randomized experiments
Intention to treat estimator
+6 more lessons
Quasi-experimental designs
Regression discontinuity designs
+6 more lessons
