counterfactuals

ausibility, grounding assumptions in historical context, and avoiding anachronistic reasoning. Applications and Significance of Counterfactual History Counterfactual history is utilized across multiple disci

ffects by comparing the observed outcomes with model-based counterfactual predictions. The Do-Calculus and Graphical Models Pearl's do-calculus formalizes interventions, enabling the derivation of causal effects from observational data under specific assumptions encoded in DAGs. Marginal Stru