Extending modified module analysis to include correct responses: Analysis of the Force Concept Inventory
Brewe, Bruun, and Bearden first applied network analysis to understand patterns of incorrect conceptual physics reasoning in multiple-choice instruments introducing the module analysis for multiple-choice responses (MAMCR) algorithm. Wells et al. proposed an extension to the algorithm which allowed...
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American Physical Society
2020
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oai:doaj.org-article:f2d377579ea8447487015300e1c172512021-12-02T15:21:28ZExtending modified module analysis to include correct responses: Analysis of the Force Concept Inventory10.1103/PhysRevPhysEducRes.16.0101242469-9896https://doaj.org/article/f2d377579ea8447487015300e1c172512020-04-01T00:00:00Zhttp://doi.org/10.1103/PhysRevPhysEducRes.16.010124http://doi.org/10.1103/PhysRevPhysEducRes.16.010124https://doaj.org/toc/2469-9896Brewe, Bruun, and Bearden first applied network analysis to understand patterns of incorrect conceptual physics reasoning in multiple-choice instruments introducing the module analysis for multiple-choice responses (MAMCR) algorithm. Wells et al. proposed an extension to the algorithm which allowed the analysis of large datasets called modified module analysis (MMA). This method analyzed the network structure of the correlation matrix of the responses to a multiple-choice instrument. Both MAMCR and MMA could only be applied to networks of incorrect responses. In this study, an extension of MMA is explored which allows the analysis of networks involving both correct and incorrect responses. The extension analyzes the network structure of the partial correlation matrix instead of the correlation matrix. The new algorithm, called MMA-P, was applied to the FCI and recovered much of the structure identified by MMA. The algorithm also identified sets of correct answers requiring similar physical reasoning reported in previous studies. Beyond groups of all correct and all incorrect responses, some groups of responses which mixed correct and incorrect responses were also identified. Some of these mixed response groups were produced when a correct response was selected for incorrect reasons; some of the groups were related to the gender unfair items previously reported for the FCI.Jie YangJames WellsRachel HendersonElaine ChristmanGay StewartJohn StewartAmerican Physical SocietyarticleSpecial aspects of educationLC8-6691PhysicsQC1-999ENPhysical Review Physics Education Research, Vol 16, Iss 1, p 010124 (2020) |
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Special aspects of education LC8-6691 Physics QC1-999 Jie Yang James Wells Rachel Henderson Elaine Christman Gay Stewart John Stewart Extending modified module analysis to include correct responses: Analysis of the Force Concept Inventory |
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Brewe, Bruun, and Bearden first applied network analysis to understand patterns of incorrect conceptual physics reasoning in multiple-choice instruments introducing the module analysis for multiple-choice responses (MAMCR) algorithm. Wells et al. proposed an extension to the algorithm which allowed the analysis of large datasets called modified module analysis (MMA). This method analyzed the network structure of the correlation matrix of the responses to a multiple-choice instrument. Both MAMCR and MMA could only be applied to networks of incorrect responses. In this study, an extension of MMA is explored which allows the analysis of networks involving both correct and incorrect responses. The extension analyzes the network structure of the partial correlation matrix instead of the correlation matrix. The new algorithm, called MMA-P, was applied to the FCI and recovered much of the structure identified by MMA. The algorithm also identified sets of correct answers requiring similar physical reasoning reported in previous studies. Beyond groups of all correct and all incorrect responses, some groups of responses which mixed correct and incorrect responses were also identified. Some of these mixed response groups were produced when a correct response was selected for incorrect reasons; some of the groups were related to the gender unfair items previously reported for the FCI. |
format |
article |
author |
Jie Yang James Wells Rachel Henderson Elaine Christman Gay Stewart John Stewart |
author_facet |
Jie Yang James Wells Rachel Henderson Elaine Christman Gay Stewart John Stewart |
author_sort |
Jie Yang |
title |
Extending modified module analysis to include correct responses: Analysis of the Force Concept Inventory |
title_short |
Extending modified module analysis to include correct responses: Analysis of the Force Concept Inventory |
title_full |
Extending modified module analysis to include correct responses: Analysis of the Force Concept Inventory |
title_fullStr |
Extending modified module analysis to include correct responses: Analysis of the Force Concept Inventory |
title_full_unstemmed |
Extending modified module analysis to include correct responses: Analysis of the Force Concept Inventory |
title_sort |
extending modified module analysis to include correct responses: analysis of the force concept inventory |
publisher |
American Physical Society |
publishDate |
2020 |
url |
https://doaj.org/article/f2d377579ea8447487015300e1c17251 |
work_keys_str_mv |
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1718387425980448768 |