Cited by 182Advanced Causal Inference TechniquesStatistical Methods and Bayesian InferencePsychometric Methodologies and Testing

The Merits of Using Longitudinal Mediation

Jose, Paul E.·2016·Educational Psychologist

Abstract

Many of the mediation analyses reported in the literature are based on concurrent or single-occasion data sets. The 2 overarching themes of the present article are: Results of concurrent mediations are inherently ambiguous, and researchers would be wise to conduct mediations on longitudinal data sets instead. An example included here demonstrates that a significant concurrent mediation result is not necessarily supported by a longitudinal mediation analysis conducted with longitudinal data. Examples are presented of 4 basic longitudinal mediation types: (a) explaining a mean group difference over time, (b) a mediation analysis embedded in an experimental design, (c) a focused longitudinal mediation (1 specific ordering of variables over time), (d) a complete longitudinal mediation (all possible orderings of variables over time). Obtaining longitudinal data is often resource intensive, but if researchers want to obtain clear and unambiguous mediation results, it is advised that they perform these analyses on such data sets.

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Crossref · 10.1080/00461520.2016.1207175

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References 42 · Cited by 182

Authors
Jose, P. E.
Affiliations
Victoria University of Wellington (NZ)
Corresponding author
Jose, Paul E.
Venue
Educational Psychologist
Published
2016-09-02
Volume
51
Issue
3-4
Pages
331-341
ISSN
  • 0046-1520 (ISSN-L)
  • 1532-6985
OpenAlex
W2513690028
Cited by
182
References
42
Citations by year
2026: 13 · 2025: 30 · 2024: 24 · 2023: 20 · 2022: 23 · 2021: 28 · 2020: 16 · 2019: 8 · 2018: 14 · 2017: 3 · 2016: 3
FWCI
9.45
Type
journal article
Language
en
Open access
closed
Locations
Educational Psychologist (publishedVersion)
Topics
  • Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
  • Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods and Bayesian Inference
  • Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
Keywords
longitudinal mediation, mediation analysis, longitudinal data, experimental design

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