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The impacts of computer adaptive testing from a variety of perspectives

机译:从各种角度来看计算机自适应测试的影响

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摘要

Computer adaptive testing (CAT) is a kind of tailored testing, in that it is a form of computer-based testing that is adaptive to each test-taker’s ability level. In this review, the impacts of CAT are discussed from different perspectives in order to illustrate crucial points to keep in mind during the development and implementation of CAT. Test developers and psychometricians often emphasize the efficiency and accuracy of CAT in comparison to traditional linear tests. However, many test-takers report feeling discouraged after taking CATs, and this feeling can reduce learning self-efficacy and motivation. A trade-off must be made between the psychological experiences of test-takers and measurement efficiency. From the perspective of educators and subject matter experts, nonstatistical specifications, such as content coverage, content balance, and form length are major concerns. Thus, accreditation bodies may be faced with a discrepancy between the perspectives of psychometricians and those of subject matter experts. In order to improve test-takers’ impressions of CAT, the author proposes increasing the target probability of answering correctly in the item selection algorithm even if doing so consequently decreases measurement efficiency. Two different methods, CAT with a shadow test approach and computerized multistage testing, have been developed in order to ensure the satisfaction of subject matter experts. In the shadow test approach, a full-length test is assembled that meets the constraints and provides maximum information at the current ability estimate, while computerized multistage testing gives subject matter experts an opportunity to review all test forms prior to administration.
机译:计算机自适应测试(CAT)是一种量身定制的测试,因为它是一种基于计算机的测试形式,可以适应每个考生的能力水平。在这篇综述中,从不同的角度讨论了CAT的影响,以说明在CAT的开发和实施过程中要牢记的关键点。与传统的线性测试相比,测试开发人员和心理测验人员经常强调CAT的效率和准确性。但是,许多应试者表示,参加CAT后感到沮丧,这种感觉会降低学习的自我效能感和动力。必须在应试者的心理经历和测量效率之间进行权衡。从教育者和主题专家的角度来看,诸如内容覆盖率,内容平衡和表格长度之类的非统计规范是主要关注的问题。因此,认证机构可能会面临心理计量学家的观点与主题专家的观点之间的差异。为了提高应试者对CAT的印象,作者建议提高项目选择算法中正确回答的目标概率,即使这样做会因此降低测量效率。为了确保主题专家的满意度,已经开发了两种不同的方法,即具有阴影测试方法的CAT和计算机化的多阶段测试。在影子测试方法中,组装了一个全长测试,该测试可以满足约束条件并在当前能力估计时提供最大的信息,而计算机化的多阶段测试使主题专家有机会在管理之前查看所有测试表格。

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