SWIGs are treated as distributions to systematically derive identifying expressions for causal estimands, offering distinct front-door pathways.
Potential outcome and directed acyclic graph approaches to causality: Relevance for empirical practice in economics.Journal of Economic Literature, 58(4):1129– 1179
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Single World Intervention Graphs as Distributions: A Framework for Causal Identification
SWIGs are treated as distributions to systematically derive identifying expressions for causal estimands, offering distinct front-door pathways.