评估 ASWB 考试的测量不变性:促进公平的监管研究提案。

Matthew DeCarlo, Gerald Bean
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引用次数: 0

摘要

目的:来自少数种族、民族、语言和年龄群体的社会工作者通过执业资格考试的可能性要小得多。通过模拟数据集,我们的研究调查了社会工作执业资格考试的测量等效性或不变性:为了进行分析,我们使用 R mirt 软件包模拟了 15 道多选题的答题情况,并使用 mirt 对答题数据拟合了一个双参数逻辑模型(2PL)。我们生成了数据,因此有五个项目可以显示出 DIF,并计算了它们对测试特征曲线和项目特征曲线的影响:结果:少量的项目功能差异会导致测试功能差异,但影响程度很小。这一结果是对 ASWB 考试进行分析的一个潜在结果:讨论:大多数评估测验特征曲线的研究都显示出较小的效应大小。测量考试特征曲线和考试信息曲线将有助于调查考试中与内容无关的差异来源,包括不公平、不可靠和无效及格分数:差异测试功能是测量不变性研究的核心部分。心理测量标准要求测验开发人员在项目和测验两个层面上评估测量不变性,以保护自己免受偏差指控。
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Assessing Measurement Invariance in ASWB Exams: Regulatory Research Proposal to Advance Equity.

Purpose: Social workers from minoritized racial, ethnic, linguistic, and age groups are far less likely to pass licensing examinations required to practice. Using a simulated data set, our study investigates measurement equivalence, or invariance, of social work licensing exams.

Materials: For this analysis, we simulated responses to 15 multiple-choice questions which were scored as either correct or incorrect using the R mirt package and used mirt to fit a 2-parameter logistic model (2PL) to the response data. We generated the data so that five items could demonstrate DIF and calculated their impact on the test characteristic curves and item characteristic curves.

Results: Small amounts of differential item functioning added up into differential test functioning, but the effect size was small. This result is one potential outcome of an analysis of ASWB exams.

Discussion: Most studies evaluating test characteristic curves demonstrate small effect sizes. Measuring the test characteristic curve and the test information curve will help to investigate content-irrelevant sources of variance in the exams, including unfairness, unreliability, and invalid pass scores.

Conclusion: Differential test functioning is a core part of measurement invariance studies. Psychometric standards require test developers to assess measurement invariance at both the item-level and test-level to protect themselves from accusations of bias.

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