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Use of Causal Diagram to Determine (Conditional) Ignorability

To determine if XX is ignorable relative to outcome YY, conditional on a set ZZ of matching variables, we need only test to see if ZZ blocks all the back-door paths between XX and YY and no member of ZZ is a descendant of XX.

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Updated 2020-06-24

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Data Science