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Measuring flexibility: A text-mining approach
In creativity research, ideational flexibility, the ability to generate ideas by shifting between concepts, has long been the focus of investigation. However, psychometric work to develop measurement procedures for flexibility has generally lagged behind other creativity-relevant constructs such as...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9889931/ https://www.ncbi.nlm.nih.gov/pubmed/36743636 http://dx.doi.org/10.3389/fpsyg.2022.1093343 |
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author | Grajzel, Katalin Acar, Selcuk Dumas, Denis Organisciak, Peter Berthiaume, Kelly |
author_facet | Grajzel, Katalin Acar, Selcuk Dumas, Denis Organisciak, Peter Berthiaume, Kelly |
author_sort | Grajzel, Katalin |
collection | PubMed |
description | In creativity research, ideational flexibility, the ability to generate ideas by shifting between concepts, has long been the focus of investigation. However, psychometric work to develop measurement procedures for flexibility has generally lagged behind other creativity-relevant constructs such as fluency and originality. Here, we build from extant research to theoretically posit, and then empirically validate, a text-mining based method for measuring flexibility in verbal divergent thinking (DT) responses. The empirical validation of this method is accomplished in two studies. In the first study, we use the verbal form of the Torrance Test of Creative Thinking (TTCT) to demonstrate that our novel flexibility scoring method strongly and positively correlates with traditionally used TTCT flexibility scores. In the second study, we conduct a confirmatory factor analysis using the Alternate Uses Task to show reliability and construct validity of our text-mining based flexibility scoring. In addition, we also examine the relationship between personality facets and flexibility of ideas to provide criterion validity of our scoring methodology. Given the psychometric evidence presented here and the practicality of automated scores, we recommend adopting this new method which provides a less labor-intensive and less costly objective measurement of flexibility. |
format | Online Article Text |
id | pubmed-9889931 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98899312023-02-02 Measuring flexibility: A text-mining approach Grajzel, Katalin Acar, Selcuk Dumas, Denis Organisciak, Peter Berthiaume, Kelly Front Psychol Psychology In creativity research, ideational flexibility, the ability to generate ideas by shifting between concepts, has long been the focus of investigation. However, psychometric work to develop measurement procedures for flexibility has generally lagged behind other creativity-relevant constructs such as fluency and originality. Here, we build from extant research to theoretically posit, and then empirically validate, a text-mining based method for measuring flexibility in verbal divergent thinking (DT) responses. The empirical validation of this method is accomplished in two studies. In the first study, we use the verbal form of the Torrance Test of Creative Thinking (TTCT) to demonstrate that our novel flexibility scoring method strongly and positively correlates with traditionally used TTCT flexibility scores. In the second study, we conduct a confirmatory factor analysis using the Alternate Uses Task to show reliability and construct validity of our text-mining based flexibility scoring. In addition, we also examine the relationship between personality facets and flexibility of ideas to provide criterion validity of our scoring methodology. Given the psychometric evidence presented here and the practicality of automated scores, we recommend adopting this new method which provides a less labor-intensive and less costly objective measurement of flexibility. Frontiers Media S.A. 2023-01-18 /pmc/articles/PMC9889931/ /pubmed/36743636 http://dx.doi.org/10.3389/fpsyg.2022.1093343 Text en Copyright © 2023 Grajzel, Acar, Dumas, Organisciak and Berthiaume. https://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) and the copyright owner(s) 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 Grajzel, Katalin Acar, Selcuk Dumas, Denis Organisciak, Peter Berthiaume, Kelly Measuring flexibility: A text-mining approach |
title | Measuring flexibility: A text-mining approach |
title_full | Measuring flexibility: A text-mining approach |
title_fullStr | Measuring flexibility: A text-mining approach |
title_full_unstemmed | Measuring flexibility: A text-mining approach |
title_short | Measuring flexibility: A text-mining approach |
title_sort | measuring flexibility: a text-mining approach |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9889931/ https://www.ncbi.nlm.nih.gov/pubmed/36743636 http://dx.doi.org/10.3389/fpsyg.2022.1093343 |
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