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Direct and indirect causal effects:  a helpful distinction?

Direct and indirect causal effects: a helpful distinction?

This video was recorded at International Conference on Applied Statistics 2010. Although the terminology of direct and indirect causal effects is relatively common, I believe that it is generally scientifically unhelpful without further explication. This assessment is based on repeated experience with the confusion it creates in important examples in the social and biomedical sciences. After reviewing my perspective on causal inference based on the concepts of potential outcomes and assignment mechanisms, this presentation will discuss two distinct ways to formalize the issues that arise in circumstances where this terminology is used. The first is based on the concept of principal stratification, and the second is based on the concept of a compound assignment mechanism, which is just a special case of general assignment mechanisms. Simple artificial examples will be used to illustrate the differences between the two conceptualizations, and to show that it is easy to become confused when using the direct and indirect jargon to describe causal effects. Even the great R.A. Fisher was a victim of this confusion, as will be documented.


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