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Examining DIF in the Context of CDMs When the Q-Matrix Is Misspecified
The rise in popularity and use of cognitive diagnostic models (CDMs) in educational research are partly motivated by the models’ ability to provide diagnostic information regarding students’ strengths and weaknesses in a variety of content areas. An important step to ensure appropriate interpretatio...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5958216/ https://www.ncbi.nlm.nih.gov/pubmed/29867664 http://dx.doi.org/10.3389/fpsyg.2018.00696 |
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author | Svetina, Dubravka Feng, Yanan Paulsen, Justin Valdivia, Montserrat Valdivia, Arturo Dai, Shenghai |
author_facet | Svetina, Dubravka Feng, Yanan Paulsen, Justin Valdivia, Montserrat Valdivia, Arturo Dai, Shenghai |
author_sort | Svetina, Dubravka |
collection | PubMed |
description | The rise in popularity and use of cognitive diagnostic models (CDMs) in educational research are partly motivated by the models’ ability to provide diagnostic information regarding students’ strengths and weaknesses in a variety of content areas. An important step to ensure appropriate interpretations from CDMs is to investigate differential item functioning (DIF). To this end, the current simulation study examined the performance of three methods to detect DIF in CDMs, with particular emphasis on the impact of Q-matrix misspecification on methods’ performance. Results illustrated that logistic regression and Mantel–Haenszel had better control of Type I error than the Wald test; however, high power rates were found using logistic regression and Wald methods, only. In addition to the tradeoff between Type I error control and acceptable power, our results suggested that Q-matrix complexity and item structures yield different results for different methods, presenting a more complex picture of the methods’ performance. Finally, implications and future directions are discussed. |
format | Online Article Text |
id | pubmed-5958216 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-59582162018-06-04 Examining DIF in the Context of CDMs When the Q-Matrix Is Misspecified Svetina, Dubravka Feng, Yanan Paulsen, Justin Valdivia, Montserrat Valdivia, Arturo Dai, Shenghai Front Psychol Psychology The rise in popularity and use of cognitive diagnostic models (CDMs) in educational research are partly motivated by the models’ ability to provide diagnostic information regarding students’ strengths and weaknesses in a variety of content areas. An important step to ensure appropriate interpretations from CDMs is to investigate differential item functioning (DIF). To this end, the current simulation study examined the performance of three methods to detect DIF in CDMs, with particular emphasis on the impact of Q-matrix misspecification on methods’ performance. Results illustrated that logistic regression and Mantel–Haenszel had better control of Type I error than the Wald test; however, high power rates were found using logistic regression and Wald methods, only. In addition to the tradeoff between Type I error control and acceptable power, our results suggested that Q-matrix complexity and item structures yield different results for different methods, presenting a more complex picture of the methods’ performance. Finally, implications and future directions are discussed. Frontiers Media S.A. 2018-05-11 /pmc/articles/PMC5958216/ /pubmed/29867664 http://dx.doi.org/10.3389/fpsyg.2018.00696 Text en Copyright © 2018 Svetina, Feng, Paulsen, Valdivia, Valdivia and Dai. 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) and the copyright owner 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 Svetina, Dubravka Feng, Yanan Paulsen, Justin Valdivia, Montserrat Valdivia, Arturo Dai, Shenghai Examining DIF in the Context of CDMs When the Q-Matrix Is Misspecified |
title | Examining DIF in the Context of CDMs When the Q-Matrix Is Misspecified |
title_full | Examining DIF in the Context of CDMs When the Q-Matrix Is Misspecified |
title_fullStr | Examining DIF in the Context of CDMs When the Q-Matrix Is Misspecified |
title_full_unstemmed | Examining DIF in the Context of CDMs When the Q-Matrix Is Misspecified |
title_short | Examining DIF in the Context of CDMs When the Q-Matrix Is Misspecified |
title_sort | examining dif in the context of cdms when the q-matrix is misspecified |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5958216/ https://www.ncbi.nlm.nih.gov/pubmed/29867664 http://dx.doi.org/10.3389/fpsyg.2018.00696 |
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