A new identification strategy for mediation analysis uses heterogeneous treatment effects to simultaneously identify treatment and mediation effects without addressing some unobserved confounders.
Estimation and inference of heterogeneous treat- ment effects using random forests
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Extracting Mechanisms from Heterogeneous Effects: An Identification Strategy for Mediation Analysis
A new identification strategy for mediation analysis uses heterogeneous treatment effects to simultaneously identify treatment and mediation effects without addressing some unobserved confounders.