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Mediation Analysis in Social Psychology: Current Practices and New Recommendations
Abstract
A key aim of social psychology is to understand the psychological processes through which independent variables affect dependent variables in the social domain. This objective has given rise to statistical methods for mediation analysis. In mediation analysis, the significance of the relationship between the independent and dependent variables has been integral in theory testing, being used as a basis to determine (1) whether to proceed with analyses of mediation and (2) whether one or several proposed mediator(s) fully or partially accounts for an effect. Synthesizing past research and offering new arguments, we suggest that the collective evidence raises considerable concern that the focus on the significance between the independent and dependent variables, both before and after mediation tests, is unjustified and can impair theory development and testing. To expand theory involving social psychological processes, we argue that attention in mediation analysis should be shifted towards assessing the magnitude and significance of indirect effects.
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“In the structural model, the unstandardized regression coefficient between psychological resilience and embitterment was β=-0.185, whereas in the mediation model, this coefficient decreased to β=-0.154. This reduction suggests a partial mediation effect [26,27].”
In the citing paper
“Note that a statistically significant total effect of X on Y is not necessary for mediation to occur and that mediation analysis does not require evidence of a total effect prior to investigating direct and indirect effects [63–66].”
From Acceptance as a Mediator for Change in Acceptance and Commitment Therapy for Persons with Chronic Pain? (2016) · cites this paper as [64]
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Metadata
- Authors
- Rucker, D. D., Preacher, K. J., Tormala, Z. L., & Petty, R. E.
- Affiliations
- Northwestern University (US)
- University of Kansas (US)
- Stanford University (US)
- The Ohio State University (US)
- Venue
- Social and Personality Psychology Compass
- Publisher
- Wiley
- Published
- 2011-06
- Volume
- 5
- Issue
- 6
- Pages
- 359-371
- ISSN
- 1751-9004 (ISSN-L)
- OpenAlex
- W2160326831
- Cited by
- 2,430
- References
- 29
- Citations by year
- 2026: 142 · 2025: 166 · 2024: 152 · 2023: 159 · 2022: 193 · 2021: 248 · 2020: 199 · 2019: 190 · 2018: 170 · 2017: 182 · 2016: 193 · 2015: 149 · 2014: 138 · 2013: 96 · 2012: 42
- FWCI
- 79.37
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Social and Personality Psychology Compass (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Keywords
- mediation analysis, indirect effects, significance testing, theory testing, theory development, social psychological processes, statistical power, effect size
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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