Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Svetina, Dubravka, Feng, Yanan, Paulsen, Justin, Valdivia, Montserrat, Valdivia, Arturo, Dai, Shenghai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
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
_version_ 1783324207102296064
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
work_keys_str_mv AT svetinadubravka examiningdifinthecontextofcdmswhentheqmatrixismisspecified
AT fengyanan examiningdifinthecontextofcdmswhentheqmatrixismisspecified
AT paulsenjustin examiningdifinthecontextofcdmswhentheqmatrixismisspecified
AT valdiviamontserrat examiningdifinthecontextofcdmswhentheqmatrixismisspecified
AT valdiviaarturo examiningdifinthecontextofcdmswhentheqmatrixismisspecified
AT daishenghai examiningdifinthecontextofcdmswhentheqmatrixismisspecified