ERIC Number: EJ1361956
Record Type: Journal
Publication Date: 2023-Feb
Pages: 39
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-1076-9986
EISSN: EISSN-1935-1054
Available Date: N/A
Development of a High-Accuracy and Effective Online Calibration Method in CD-CAT Based on Gini Index
Tan, Qingrong; Cai, Yan; Luo, Fen; Tu, Dongbo
Journal of Educational and Behavioral Statistics, v48 n1 p103-141 Feb 2023
To improve the calibration accuracy and calibration efficiency of cognitive diagnostic computerized adaptive testing (CD-CAT) for new items and, ultimately, contribute to the widespread application of CD-CAT in practice, the current article proposed a Gini-based online calibration method that can simultaneously calibrate the Q-matrix and item parameters of new items. Three simulation studies with simulated and real item banks were conducted to investigate the performance of the proposed method and compare it with the joint estimation algorithm (JEA) and the single-item estimation (SIE) methods. The results indicated that the proposed Gini-based online calibration method yielded higher calibration efficiency than those of the SIE method and outperformed the JEA method on item calibration tasks in terms of both accuracy and efficiency under most experimental conditions.
Descriptors: Cognitive Tests, Computer Assisted Testing, Adaptive Testing, Accuracy, Test Items, Item Banks, Algorithms, Efficiency, Computation
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Publication Type: Journal Articles; Reports - Research
Education Level: N/A
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
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Author Affiliations: N/A