Average Treatment Effect

Probability of treatment assignment given covariates.

Variable enabling causal inference despite confounding.

Trend reversal when data is aggregated improperly.

Directed acyclic graph encoding causal relationships.

Formal model linking causal mechanisms and variables.

Models effects of interventions (do(X=x)).

What would have happened under different conditions.