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A Comparison of IRT Observed Score Kernel Equating and Several Equating Methods

Item response theory (IRT) observed score kernel equating was evaluated and compared with equipercentile equating, IRT observed score equating, and kernel equating methods by varying the sample size and test length. Considering that IRT data simulation might unequally favor IRT equating methods, pse...

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Autores principales: Wang, Shaojie, Zhang, Minqiang, You, Sen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7069341/
https://www.ncbi.nlm.nih.gov/pubmed/32210877
http://dx.doi.org/10.3389/fpsyg.2020.00308
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author Wang, Shaojie
Zhang, Minqiang
You, Sen
author_facet Wang, Shaojie
Zhang, Minqiang
You, Sen
author_sort Wang, Shaojie
collection PubMed
description Item response theory (IRT) observed score kernel equating was evaluated and compared with equipercentile equating, IRT observed score equating, and kernel equating methods by varying the sample size and test length. Considering that IRT data simulation might unequally favor IRT equating methods, pseudo tests and pseudo groups were also constructed to make equating results comparable with those from the IRT data simulation. Identity equating and the large sample single group rule were both set as criterion equating (or true equating) on which local and global indices were based. Results show that in random equivalent groups design, IRT observed score kernel equating is more accurate and stable than others. In non-equivalent groups with anchor test design, IRT observed score equating shows lowest systematic and random errors among equating methods. Those errors decrease as a shorter test and a larger sample are used in equating; nevertheless, effect of the latter one is ignorable. No clear preference for data simulation method is found, though still affecting equating results. Preferences for true equating are spotted in random Equivalent Groups design. Finally, recommendations and further improvements are discussed.
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spelling pubmed-70693412020-03-24 A Comparison of IRT Observed Score Kernel Equating and Several Equating Methods Wang, Shaojie Zhang, Minqiang You, Sen Front Psychol Psychology Item response theory (IRT) observed score kernel equating was evaluated and compared with equipercentile equating, IRT observed score equating, and kernel equating methods by varying the sample size and test length. Considering that IRT data simulation might unequally favor IRT equating methods, pseudo tests and pseudo groups were also constructed to make equating results comparable with those from the IRT data simulation. Identity equating and the large sample single group rule were both set as criterion equating (or true equating) on which local and global indices were based. Results show that in random equivalent groups design, IRT observed score kernel equating is more accurate and stable than others. In non-equivalent groups with anchor test design, IRT observed score equating shows lowest systematic and random errors among equating methods. Those errors decrease as a shorter test and a larger sample are used in equating; nevertheless, effect of the latter one is ignorable. No clear preference for data simulation method is found, though still affecting equating results. Preferences for true equating are spotted in random Equivalent Groups design. Finally, recommendations and further improvements are discussed. Frontiers Media S.A. 2020-03-06 /pmc/articles/PMC7069341/ /pubmed/32210877 http://dx.doi.org/10.3389/fpsyg.2020.00308 Text en Copyright © 2020 Wang, Zhang and You. 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(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
Wang, Shaojie
Zhang, Minqiang
You, Sen
A Comparison of IRT Observed Score Kernel Equating and Several Equating Methods
title A Comparison of IRT Observed Score Kernel Equating and Several Equating Methods
title_full A Comparison of IRT Observed Score Kernel Equating and Several Equating Methods
title_fullStr A Comparison of IRT Observed Score Kernel Equating and Several Equating Methods
title_full_unstemmed A Comparison of IRT Observed Score Kernel Equating and Several Equating Methods
title_short A Comparison of IRT Observed Score Kernel Equating and Several Equating Methods
title_sort comparison of irt observed score kernel equating and several equating methods
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7069341/
https://www.ncbi.nlm.nih.gov/pubmed/32210877
http://dx.doi.org/10.3389/fpsyg.2020.00308
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