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Causal Inference
Causal Graphs
COMING SOON
R for Causal Inference
COMING SOON
Python for causal inference
COMING SOON
Collider bias
What's in this lesson
1- Collider bias
2- Example one: Are older people happier?
3- Example two: SAT scores and siblings
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Causal Inference
Causal inference an introduction
What is a cause?
+2 more lessons
Potential outcomes
A fundamental problem
+6 more lessons
Basics of causal graphs
What do DAGs tell us?
Chains, forks, and colliders
Blocking a path
Back to confounders
Backdoor criterion
Collider bias
Some final thoughts on DAGs
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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
