← Theoretical / proof-based

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In this program

Treatment effects: ATE, ATT, and CATE
Randomized experiments as gold standard
SUTVA and consistency assumptions
Bias decomposition: confounding
Selection
DAGs for causal identification (introduction)

Potential outcomes framework

SUTVA and consistency assumptions

Causal inference · Theoretical / proof-based

Topic

SUTVA and consistency assumptions

Practice by unit: Potential outcomes framework

Graduate Causal inference — outline derived from course README sections and typical US statistics syllabi (OpenIntro / standard OER where applicable).

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