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A cautionary note on testing latent variable models

The article tackles the practice of testing latent variable models. The analysis covered recently published studies from 11 psychology journals varying in orientation and impact. Seventy-five studies that matched the criterion of applying some of the latent modeling techniques were reviewed. Results...

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Detalles Bibliográficos
Autor principal: Ropovik, Ivan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4635201/
https://www.ncbi.nlm.nih.gov/pubmed/26594192
http://dx.doi.org/10.3389/fpsyg.2015.01715
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author Ropovik, Ivan
author_facet Ropovik, Ivan
author_sort Ropovik, Ivan
collection PubMed
description The article tackles the practice of testing latent variable models. The analysis covered recently published studies from 11 psychology journals varying in orientation and impact. Seventy-five studies that matched the criterion of applying some of the latent modeling techniques were reviewed. Results indicate the presence of a general tendency to ignore the model test (χ(2)) followed by the acceptance of approximate fit hypothesis without detailed model examination yielding relevant empirical evidence. Due to reduced sensitivity of such a procedure to confront theory with data, there is an almost invariable tendency to accept the theoretical model. This absence of model test consequences, manifested in frequently unsubstantiated neglect of evidence speaking against the model, thus implies the perilous question of whether such empirical testing of latent structures (the way it is widely applied) makes sense at all.
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spelling pubmed-46352012015-11-20 A cautionary note on testing latent variable models Ropovik, Ivan Front Psychol Psychology The article tackles the practice of testing latent variable models. The analysis covered recently published studies from 11 psychology journals varying in orientation and impact. Seventy-five studies that matched the criterion of applying some of the latent modeling techniques were reviewed. Results indicate the presence of a general tendency to ignore the model test (χ(2)) followed by the acceptance of approximate fit hypothesis without detailed model examination yielding relevant empirical evidence. Due to reduced sensitivity of such a procedure to confront theory with data, there is an almost invariable tendency to accept the theoretical model. This absence of model test consequences, manifested in frequently unsubstantiated neglect of evidence speaking against the model, thus implies the perilous question of whether such empirical testing of latent structures (the way it is widely applied) makes sense at all. Frontiers Media S.A. 2015-11-06 /pmc/articles/PMC4635201/ /pubmed/26594192 http://dx.doi.org/10.3389/fpsyg.2015.01715 Text en Copyright © 2015 Ropovik. 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
Ropovik, Ivan
A cautionary note on testing latent variable models
title A cautionary note on testing latent variable models
title_full A cautionary note on testing latent variable models
title_fullStr A cautionary note on testing latent variable models
title_full_unstemmed A cautionary note on testing latent variable models
title_short A cautionary note on testing latent variable models
title_sort cautionary note on testing latent variable models
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4635201/
https://www.ncbi.nlm.nih.gov/pubmed/26594192
http://dx.doi.org/10.3389/fpsyg.2015.01715
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