Differential Performance of Computerized Adaptive Testing in Students With and Without Disabilities – A Simulation Study

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-02-07 DOI:10.1177/01626434241232117
Nikola Ebenbeck, Markus Gebhardt
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Abstract

Technologies that enable individualization for students have significant potential in special education. Computerized Adaptive Testing (CAT) refers to digital assessments that automatically adjust their difficulty level based on students' abilities, allowing for personalized, efficient, and accurate measurement. This article examines whether CAT performs differently for students with and without special educational needs (SEN). Two simulation studies were conducted using a sample of 709 third-grade students from general and special schools in Germany, who took a reading test. The results indicate that students with SEN were assessed with fewer items, reduced bias, and higher accuracy compared to students without SEN. However, measurement accuracy decreased, and test length increased for students whose abilities deviated more than two SD from the norm. We discuss potential adaptations of CAT for students with SEN in the classroom, as well as the integration of CAT with AI-supported feedback and tailored exercises within a digital learning environment.
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计算机化自适应测试在残疾学生和非残疾学生中的不同表现--模拟研究
能够实现学生个性化的技术在特殊教育中大有可为。计算机化适应性测试(CAT)是指根据学生的能力自动调整难度的数字评估,从而实现个性化、高效和准确的测量。本文研究了计算机辅助测试对有特殊教育需求(SEN)和无特殊教育需求(SEN)的学生是否有不同的表现。我们以德国普通学校和特殊学校的 709 名三年级学生为样本,进行了两项阅读测试模拟研究。结果表明,与没有特殊教育需要的学生相比,有特殊教育需要的学生在评估时使用的项目更少,偏差更小,准确率更高。然而,对于能力偏离标准差超过两个 SD 值的学生,测量准确度降低,测试时间延长。我们讨论了在课堂上针对有特殊教育需要的学生对计算机辅助学习进行调整的可能性,以及在数字学习环境中将计算机辅助学习与人工智能支持的反馈和定制练习进行整合的可能性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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