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Explaining X<-Z->M->Y
Z is a good control here because it blocks the backdoor path X-Z-M-Y.
Z is the confounder since there is a path from Z to X and Y (with M as a mediator). Thus by controlling for Z we effectively negate the backdoor path.
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Updated 2020-04-25
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Data Science