A General Approach to Effect Decomposition
Published online on March 03, 2014
Abstract
Objective
This article illustrates the commonality among the Oaxaca decomposition, mediation analysis, and path analysis used in various social science fields to decompose the effect of a predictor on the outcome into constituent components.
Methods
A general approach is proposed that extends the Oaxaca decomposition to continuous predictors. It also removes one critical restriction on covariates in mediation analysis.
Results
An empirical example shows that the effect of fathers’ education on children's years of schooling primarily works through children's early skill development and educational aspirations.
Conclusion
The proposed approach is easy to implement since it requires only two pieces of information: simple correlations and standardized regression coefficients.