Moderation analysis in two-instance repeated measures designs: Probing methods and multiple moderator models
Publication type: Journal Article
Publication date: 2018-10-10
scimago Q1
wos Q1
SJR: 2.462
CiteScore: 8.6
Impact factor: 3.9
ISSN: 1554351X, 15543528
PubMed ID:
30306409
Developmental and Educational Psychology
Experimental and Cognitive Psychology
Arts and Humanities (miscellaneous)
General Psychology
Psychology (miscellaneous)
Abstract
Moderation hypotheses appear in every area of psychological science, but the methods for testing and probing moderation in two-instance repeated measures designs are incomplete. This article begins with a short overview of testing and probing interactions in between-participant designs. Next I review the methods outlined in Judd, McClelland, and Smith (Psychological Methods 1; 366–378, 1996) and Judd, Kenny, and McClelland (Psychological Methods 6; 115–134, 2001) for estimating and conducting inference on an interaction between a repeated measures factor and a single between-participant moderator using linear regression. I extend these methods in two ways: First, the article shows how to probe interactions in a two-instance repeated measures design using both the pick-a-point approach and the Johnson–Neyman procedure. Second, I extend the models described by Judd et al. (1996) to multiple-moderator models, including additive and multiplicative moderation. Worked examples with a published dataset are included, to demonstrate the methods described throughout the article. Additionally, I demonstrate how to use Mplus and MEMORE (Mediation and Moderation for Repeated Measures; available at http://akmontoya.com ), an easy-to-use tool available for SPSS and SAS, to estimate and probe interactions when the focal predictor is a within-participant factor, reducing the computational burden for researchers. I describe some alternative methods of analysis, including structural equation models and multilevel models. The conclusion touches on some extensions of the methods described in the article and potentially fruitful areas of further research.
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Total citations:
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Citations from 2024:
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Montoya A. Moderation analysis in two-instance repeated measures designs: Probing methods and multiple moderator models // Behavior Research Methods. 2018. Vol. 51. No. 1. pp. 61-82.
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Montoya A. Moderation analysis in two-instance repeated measures designs: Probing methods and multiple moderator models // Behavior Research Methods. 2018. Vol. 51. No. 1. pp. 61-82.
Cite this
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TY - JOUR
DO - 10.3758/s13428-018-1088-6
UR - https://doi.org/10.3758/s13428-018-1088-6
TI - Moderation analysis in two-instance repeated measures designs: Probing methods and multiple moderator models
T2 - Behavior Research Methods
AU - Montoya, Amanda
PY - 2018
DA - 2018/10/10
PB - Springer Nature
SP - 61-82
IS - 1
VL - 51
PMID - 30306409
SN - 1554-351X
SN - 1554-3528
ER -
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BibTex (up to 50 authors)
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@article{2018_Montoya,
author = {Amanda Montoya},
title = {Moderation analysis in two-instance repeated measures designs: Probing methods and multiple moderator models},
journal = {Behavior Research Methods},
year = {2018},
volume = {51},
publisher = {Springer Nature},
month = {oct},
url = {https://doi.org/10.3758/s13428-018-1088-6},
number = {1},
pages = {61--82},
doi = {10.3758/s13428-018-1088-6}
}
Cite this
MLA
Copy
Montoya, Amanda. “Moderation analysis in two-instance repeated measures designs: Probing methods and multiple moderator models.” Behavior Research Methods, vol. 51, no. 1, Oct. 2018, pp. 61-82. https://doi.org/10.3758/s13428-018-1088-6.