Direct and indirect causal effects:
a helpful distinction?
Donald
Rubin
Harvard University, USA
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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