Concept

Explaining X<-Z<-U->M->Y

U is the confounder here since there is a path to both X(via mediator Z) and Y (via mediator M) from U. However, the hollow circle shows us that U cannot be controlled for. If we control Z however, we break the path from U to X via Z. Thus U is no longer a confounder and we can break the back door path. Z is thus a good control.

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Updated 2020-04-25

Tags

Data Science