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Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models

In this article, we evaluated the performance of statistical methods in single-group and multi-group analysis approaches for testing group difference in indirect effects and for testing simple indirect effects in each group. We also investigated whether the performance of the methods in the single-g...

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Autores principales: Ryu, Ehri, Cheong, Jeewon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5425601/
https://www.ncbi.nlm.nih.gov/pubmed/28553248
http://dx.doi.org/10.3389/fpsyg.2017.00747
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author Ryu, Ehri
Cheong, Jeewon
author_facet Ryu, Ehri
Cheong, Jeewon
author_sort Ryu, Ehri
collection PubMed
description In this article, we evaluated the performance of statistical methods in single-group and multi-group analysis approaches for testing group difference in indirect effects and for testing simple indirect effects in each group. We also investigated whether the performance of the methods in the single-group approach was affected when the assumption of equal variance was not satisfied. The assumption was critical for the performance of the two methods in the single-group analysis: the method using a product term for testing the group difference in a single path coefficient, and the Wald test for testing the group difference in the indirect effect. Bootstrap confidence intervals in the single-group approach and all methods in the multi-group approach were not affected by the violation of the assumption. We compared the performance of the methods and provided recommendations.
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spelling pubmed-54256012017-05-26 Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models Ryu, Ehri Cheong, Jeewon Front Psychol Psychology In this article, we evaluated the performance of statistical methods in single-group and multi-group analysis approaches for testing group difference in indirect effects and for testing simple indirect effects in each group. We also investigated whether the performance of the methods in the single-group approach was affected when the assumption of equal variance was not satisfied. The assumption was critical for the performance of the two methods in the single-group analysis: the method using a product term for testing the group difference in a single path coefficient, and the Wald test for testing the group difference in the indirect effect. Bootstrap confidence intervals in the single-group approach and all methods in the multi-group approach were not affected by the violation of the assumption. We compared the performance of the methods and provided recommendations. Frontiers Media S.A. 2017-05-11 /pmc/articles/PMC5425601/ /pubmed/28553248 http://dx.doi.org/10.3389/fpsyg.2017.00747 Text en Copyright © 2017 Ryu and Cheong. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Ryu, Ehri
Cheong, Jeewon
Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models
title Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models
title_full Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models
title_fullStr Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models
title_full_unstemmed Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models
title_short Comparing Indirect Effects in Different Groups in Single-Group and Multi-Group Structural Equation Models
title_sort comparing indirect effects in different groups in single-group and multi-group structural equation models
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5425601/
https://www.ncbi.nlm.nih.gov/pubmed/28553248
http://dx.doi.org/10.3389/fpsyg.2017.00747
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AT cheongjeewon comparingindirecteffectsindifferentgroupsinsinglegroupandmultigroupstructuralequationmodels