Cognitively Diagnostic Analysis Using the G-DINA Model in R
Cognitive diagnosis models (CDMs) have increasingly been applied in education and other fields. This article provides an overview of a widely used CDM, namely, the G-DINA model, and demonstrates a hands-on example of using multiple R packages for a series of CDM analyses. This overview involves a st...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2021-12-01
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| Series: | Psych |
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| Online Access: | https://www.mdpi.com/2624-8611/3/4/52 |
| _version_ | 1797501117138993152 |
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| author | Qingzhou Shi Wenchao Ma Alexander Robitzsch Miguel A. Sorrel Kaiwen Man |
| author_facet | Qingzhou Shi Wenchao Ma Alexander Robitzsch Miguel A. Sorrel Kaiwen Man |
| author_sort | Qingzhou Shi |
| collection | DOAJ |
| description | Cognitive diagnosis models (CDMs) have increasingly been applied in education and other fields. This article provides an overview of a widely used CDM, namely, the G-DINA model, and demonstrates a hands-on example of using multiple R packages for a series of CDM analyses. This overview involves a step-by-step illustration and explanation of performing Q-matrix evaluation, CDM calibration, model fit evaluation, item diagnosticity investigation, classification reliability examination, and the result presentation and visualization. Some limitations of conducting CDM analysis in R are also discussed. |
| first_indexed | 2024-03-10T03:13:44Z |
| format | Article |
| id | doaj.art-876792a3fd9f41c9ba907aafe2c8c257 |
| institution | Directory Open Access Journal |
| issn | 2624-8611 |
| language | English |
| last_indexed | 2024-03-10T03:13:44Z |
| publishDate | 2021-12-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Psych |
| spelling | doaj.art-876792a3fd9f41c9ba907aafe2c8c2572023-11-23T10:20:21ZengMDPI AGPsych2624-86112021-12-013481283510.3390/psych3040052Cognitively Diagnostic Analysis Using the G-DINA Model in RQingzhou Shi0Wenchao Ma1Alexander Robitzsch2Miguel A. Sorrel3Kaiwen Man4Department of Educational Studies in Psychology, Research Methodology, and Counseling, University of Alabama, Tuscaloosa, AL 35487, USADepartment of Educational Studies in Psychology, Research Methodology, and Counseling, University of Alabama, Tuscaloosa, AL 35487, USAIPN—Leibniz Institute for Science and Mathematics Education, Olshausenstraße 62, 24118 Kiel, GermanyDepartment of Social Psychology and Methodology, Autonomous University of Madrid, 28049 Madrid, SpainDepartment of Educational Studies in Psychology, Research Methodology, and Counseling, University of Alabama, Tuscaloosa, AL 35487, USACognitive diagnosis models (CDMs) have increasingly been applied in education and other fields. This article provides an overview of a widely used CDM, namely, the G-DINA model, and demonstrates a hands-on example of using multiple R packages for a series of CDM analyses. This overview involves a step-by-step illustration and explanation of performing Q-matrix evaluation, CDM calibration, model fit evaluation, item diagnosticity investigation, classification reliability examination, and the result presentation and visualization. Some limitations of conducting CDM analysis in R are also discussed.https://www.mdpi.com/2624-8611/3/4/52cognitive diagnosis modelsG-DINAGDINA R packageCDM R package |
| spellingShingle | Qingzhou Shi Wenchao Ma Alexander Robitzsch Miguel A. Sorrel Kaiwen Man Cognitively Diagnostic Analysis Using the G-DINA Model in R Psych cognitive diagnosis models G-DINA GDINA R package CDM R package |
| title | Cognitively Diagnostic Analysis Using the G-DINA Model in R |
| title_full | Cognitively Diagnostic Analysis Using the G-DINA Model in R |
| title_fullStr | Cognitively Diagnostic Analysis Using the G-DINA Model in R |
| title_full_unstemmed | Cognitively Diagnostic Analysis Using the G-DINA Model in R |
| title_short | Cognitively Diagnostic Analysis Using the G-DINA Model in R |
| title_sort | cognitively diagnostic analysis using the g dina model in r |
| topic | cognitive diagnosis models G-DINA GDINA R package CDM R package |
| url | https://www.mdpi.com/2624-8611/3/4/52 |
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