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Practical Person-Fit Assessment with the Linear FA Model: New Developments and a Comparative Study
Linear factor analysis (FA) is, possibly, the most widely used model in psychometric applications based on graded-response or more continuous items. However, in these applications consistency at the individual level (person fit) is virtually never assessed. The aim of the present study is to propose...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2016
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5186803/ https://www.ncbi.nlm.nih.gov/pubmed/28082929 http://dx.doi.org/10.3389/fpsyg.2016.01973 |
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author | Ferrando, Pere J. Vigil-Colet, Andreu Lorenzo-Seva, Urbano |
author_facet | Ferrando, Pere J. Vigil-Colet, Andreu Lorenzo-Seva, Urbano |
author_sort | Ferrando, Pere J. |
collection | PubMed |
description | Linear factor analysis (FA) is, possibly, the most widely used model in psychometric applications based on graded-response or more continuous items. However, in these applications consistency at the individual level (person fit) is virtually never assessed. The aim of the present study is to propose a simple and workable approach to routinely assess person fit in FA-based studies. To do so, we first consider five potentially appropriate indices, of which one is a new proposal and the other is a modification of an existing index. Next, the effectiveness of these indices is assessed by using (a) a thorough simulation study that attempts to mimic realistic conditions, and (b) an illustrative example based on real data. Results suggest that the mean-squared lico index and the personal correlation work well in conjunction and can function effectively for detecting different types of inconsistency. Finally future directions and lines of research are discussed. |
format | Online Article Text |
id | pubmed-5186803 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-51868032017-01-12 Practical Person-Fit Assessment with the Linear FA Model: New Developments and a Comparative Study Ferrando, Pere J. Vigil-Colet, Andreu Lorenzo-Seva, Urbano Front Psychol Psychology Linear factor analysis (FA) is, possibly, the most widely used model in psychometric applications based on graded-response or more continuous items. However, in these applications consistency at the individual level (person fit) is virtually never assessed. The aim of the present study is to propose a simple and workable approach to routinely assess person fit in FA-based studies. To do so, we first consider five potentially appropriate indices, of which one is a new proposal and the other is a modification of an existing index. Next, the effectiveness of these indices is assessed by using (a) a thorough simulation study that attempts to mimic realistic conditions, and (b) an illustrative example based on real data. Results suggest that the mean-squared lico index and the personal correlation work well in conjunction and can function effectively for detecting different types of inconsistency. Finally future directions and lines of research are discussed. Frontiers Media S.A. 2016-12-27 /pmc/articles/PMC5186803/ /pubmed/28082929 http://dx.doi.org/10.3389/fpsyg.2016.01973 Text en Copyright © 2016 Ferrando, Vigil-Colet and Lorenzo-Seva. 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 Ferrando, Pere J. Vigil-Colet, Andreu Lorenzo-Seva, Urbano Practical Person-Fit Assessment with the Linear FA Model: New Developments and a Comparative Study |
title | Practical Person-Fit Assessment with the Linear FA Model: New Developments and a Comparative Study |
title_full | Practical Person-Fit Assessment with the Linear FA Model: New Developments and a Comparative Study |
title_fullStr | Practical Person-Fit Assessment with the Linear FA Model: New Developments and a Comparative Study |
title_full_unstemmed | Practical Person-Fit Assessment with the Linear FA Model: New Developments and a Comparative Study |
title_short | Practical Person-Fit Assessment with the Linear FA Model: New Developments and a Comparative Study |
title_sort | practical person-fit assessment with the linear fa model: new developments and a comparative study |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5186803/ https://www.ncbi.nlm.nih.gov/pubmed/28082929 http://dx.doi.org/10.3389/fpsyg.2016.01973 |
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