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Using a Mixed IRT Model to Assess the Scale Usage in the Measurement of Job Satisfaction
This study investigated the adequacy of a rating scale with a large number of response categories that is often used in panel surveys for assessing diverse aspects of job satisfaction. An inappropriate scale usage is indicative of overstraining respondents and of diminished psychometric scale qualit...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5209345/ https://www.ncbi.nlm.nih.gov/pubmed/28101067 http://dx.doi.org/10.3389/fpsyg.2016.01998 |
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author | Kutscher, Tanja Crayen, Claudia Eid, Michael |
author_facet | Kutscher, Tanja Crayen, Claudia Eid, Michael |
author_sort | Kutscher, Tanja |
collection | PubMed |
description | This study investigated the adequacy of a rating scale with a large number of response categories that is often used in panel surveys for assessing diverse aspects of job satisfaction. An inappropriate scale usage is indicative of overstraining respondents and of diminished psychometric scale quality. The mixed Item Response Theory (IRT) approach for polytomous data allows exploring heterogeneous patterns of inappropriate scale usage in form of avoided categories and response styles. In this study, panel data of employees (n = 7036) on five aspects of job satisfaction measured on an 11-point rating scale within the “Household, Income and Labor Dynamics in Australia” (wave 2001) were analyzed. A three-class solution of the restricted mixed generalized partial credit model fit the data best. The results showed that in no class the 11-point scale was appropriately used but that the number of categories used was reduced in all three classes. Respondents of the large class (40%) appropriately differentiate between up to six categories. The two smaller classes (33 and 27%) avoid even more categories and show some kind of extreme response style. Furthermore, classes differ in socio-demographic and job-related factors. In conclusion, a two- to six-point scale without the middle point might be more adequate for assessing job satisfaction. |
format | Online Article Text |
id | pubmed-5209345 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-52093452017-01-18 Using a Mixed IRT Model to Assess the Scale Usage in the Measurement of Job Satisfaction Kutscher, Tanja Crayen, Claudia Eid, Michael Front Psychol Psychology This study investigated the adequacy of a rating scale with a large number of response categories that is often used in panel surveys for assessing diverse aspects of job satisfaction. An inappropriate scale usage is indicative of overstraining respondents and of diminished psychometric scale quality. The mixed Item Response Theory (IRT) approach for polytomous data allows exploring heterogeneous patterns of inappropriate scale usage in form of avoided categories and response styles. In this study, panel data of employees (n = 7036) on five aspects of job satisfaction measured on an 11-point rating scale within the “Household, Income and Labor Dynamics in Australia” (wave 2001) were analyzed. A three-class solution of the restricted mixed generalized partial credit model fit the data best. The results showed that in no class the 11-point scale was appropriately used but that the number of categories used was reduced in all three classes. Respondents of the large class (40%) appropriately differentiate between up to six categories. The two smaller classes (33 and 27%) avoid even more categories and show some kind of extreme response style. Furthermore, classes differ in socio-demographic and job-related factors. In conclusion, a two- to six-point scale without the middle point might be more adequate for assessing job satisfaction. Frontiers Media S.A. 2017-01-04 /pmc/articles/PMC5209345/ /pubmed/28101067 http://dx.doi.org/10.3389/fpsyg.2016.01998 Text en Copyright © 2017 Kutscher, Crayen and Eid. 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 Kutscher, Tanja Crayen, Claudia Eid, Michael Using a Mixed IRT Model to Assess the Scale Usage in the Measurement of Job Satisfaction |
title | Using a Mixed IRT Model to Assess the Scale Usage in the Measurement of Job Satisfaction |
title_full | Using a Mixed IRT Model to Assess the Scale Usage in the Measurement of Job Satisfaction |
title_fullStr | Using a Mixed IRT Model to Assess the Scale Usage in the Measurement of Job Satisfaction |
title_full_unstemmed | Using a Mixed IRT Model to Assess the Scale Usage in the Measurement of Job Satisfaction |
title_short | Using a Mixed IRT Model to Assess the Scale Usage in the Measurement of Job Satisfaction |
title_sort | using a mixed irt model to assess the scale usage in the measurement of job satisfaction |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5209345/ https://www.ncbi.nlm.nih.gov/pubmed/28101067 http://dx.doi.org/10.3389/fpsyg.2016.01998 |
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