Quantifying and Testing Indirect Effects in Simple Mediation Models When the Constituent Paths Are Nonlinear
The Ohio State University · University of Kansas
Abstract
Most treatments of indirect effects and mediation in the statistical methods literature and the corresponding methods used by behavioral scientists have assumed linear relationships between variables in the causal system. Here we describe and extend a method first introduced by Stolzenberg (1980) Stolzenberg, R. M. 1980. The measurement and decomposition of causal effects in nonlinear and nonadditive models.. Sociological Methodology, 11: 459–488. [Crossref] , [Google Scholar] for estimating indirect effects in models of mediators and outcomes that are nonlinear functions but linear in their parameters. We introduce the concept of the instantaneous indirect effect of X on Y through M and illustrate its…
Citation impact
- FWCI
- 49.47
- Percentile
- 100%
- References
- 72
Authors
2Topics & keywords
- Bootstrapping (finance)
- Mediation
- Macro
- Computer science
- Causal inference
- Statistical inference
- Inference
- Econometrics