Authors
Donna L Coffman
Publication date
2011/6/30
Journal
Structural equation modeling: a multidisciplinary journal
Volume
18
Issue
3
Pages
357-369
Publisher
Taylor & Francis Group
Description
Mediation is usually assessed by a regression-based or structural equation modeling (SEM) approach that we refer to as the classical approach. This approach relies on the assumption that there are no confounders that influence both the mediator, M, and the outcome, Y. This assumption holds if individuals are randomly assigned to levels of M but generally random assignment is not possible. We propose the use of propensity scores to help remove the selection bias that can result when individuals are not randomly assigned to levels of M. The propensity score is the probability that an individual receives a particular level of M. Results from a simulation study are presented to demonstrate this approach, referred to as Classical + Propensity Model (C+PM), confirming that the population parameters are recovered and that selection bias is successfully dealt with. Comparisons are made to the classical approach that …
Total citations
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Scholar articles
DL Coffman - Structural equation modeling: a multidisciplinary …, 2011