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Explaining X<-U->Z->Y
is a confounder because it is a common cause of both (via U rightarrow X) and (via the mediated path U rightarrow Z rightarrow Y), creating the backdoor path X leftarrow U rightarrow Z rightarrow Y. lies on this backdoor path as the mediator between and . Conditioning on blocks the backdoor path, so is a good control for estimating the causal effect of on .
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Updated 2026-07-10
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Data Science