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New recommendations for testing indirect effects in mediational models: The need to report and test component paths
Vincent Yzerbyt1, Dominique Muller2, Cédric Batailler2
1Institute for Research in Psychological Sciences, Université catholique de Louvain.
Journal of Personality and Social Psychology
|December 15, 2018
Summary
The index approach for mediation analysis risks higher false positives than the component approach. Researchers should test individual causal paths before calculating effect size for robust mediation findings.
Area of Science:
- Psychology
- Statistics
- Research Methodology
Background:
- Concerns regarding replicability and false-positive findings in psychology are prevalent.
- Current mediation analysis methods may contribute to these issues.
Purpose of the Study:
- To compare Type I errors and statistical power between the component and index approaches for mediation assessment.
- To highlight potential risks associated with the commonly used index approach.
Main Methods:
- Simulation studies were conducted to evaluate two distinct mediation assessment approaches: the component approach and the index approach.
- The simulations examined Type I error rates and statistical power under various conditions.
Main Results:
- The index approach, particularly common tests, demonstrated inflated Type I error rates compared to the component approach's joint-significance test.
- Reporting a single mediational index without examining individual causal paths is problematic.
Conclusions:
- Testing individual components of an indirect effect is recommended to establish its presence before calculating its size.
- These findings extend to within-participant and moderated mediation, with a new R-package offered for implementation.
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