A causal diagram is a visual representation that depicts the relationships between different variables in a way that clarifies how they influence each other. It serves as a tool for understanding causal pathways, enabling researchers to articulate and test assumptions about the effects of interventions or treatments on outcomes. This visualization is particularly valuable when considering counterfactual scenarios and the potential outcomes framework, as it helps to illustrate the connections between treatment, confounding factors, and the observed results.
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