Total effect versus direct effect when you control a mediator
In a causal system, a treatment's total effect on the outcome is . Of that, flows indirectly through a mediator (treatment moves , moves the outcome), and the remaining is a direct effect that does not pass through .
If you control for in your regression, what does the treatment coefficient estimate, and how far is it from the total effect you intended to measure?
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