Concept

Explaining X<-U->Z->Y

UU is a confounder because it is a common cause of both XX (via U rightarrow X) and YY (via the mediated path U rightarrow Z rightarrow Y), creating the backdoor path X leftarrow U rightarrow Z rightarrow Y. ZZ lies on this backdoor path as the mediator between UU and YY. Conditioning on ZZ blocks the backdoor path, so ZZ is a good control for estimating the causal effect of XX on YY.

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Updated 2026-07-10

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Data Science