Model Perspective

Sep 22, 2025 · Artificial Intelligence

How Pearl’s Do-Calculus Transforms Causal Inference for Public Health Policies

Pearl’s do‑calculus provides a mathematical framework to derive intervention effects from causal graphs, enabling researchers to predict how policy changes—such as increased vaccination rates—affect disease incidence, with three core rules guiding causal reasoning, substitution, and counterfactual analysis.