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认知能力测验在就业和教育环境中的差异有效性:不仅仅是范围限制?

Differential validity for cognitive ability tests in employment and educational settings: not much more than range restriction?

机构信息

Department of Management.

Department of Management, Entrepreneurship and Technology, University of Nevada-Las Vegas.

出版信息

J Appl Psychol. 2014 Jan;99(1):1-20. doi: 10.1037/a0034377. Epub 2013 Sep 30.

Abstract

The concept of differential validity suggests that cognitive ability tests are associated with varying levels of validity across ethnic groups, such that validity is lower in certain ethnic subgroups than in others. A recent meta-analysis has revived the viability of this concept. Unfortunately, data were not available in this meta-analysis to correct for range restriction within ethnic groups. We reviewed the differential validity literature and conducted 4 studies. In Study 1, we empirically demonstrated that using a cognitive ability test with a common cutoff decreases variance in test scores of Black subgroup samples more than in White samples. In Study 2, we developed a simulation that examined the effects of range restriction on estimates of differential validity. Results demonstrated that different levels of range restriction for subgroups can explain the apparent observed differential validity results in employment and educational settings (but not military settings) when no differential validity exists in the population. In Study 3, we conducted a simulation in which we examined how one corrects for range restriction affects the accuracy of these corrections. Results suggest that the correction approach using a common range restriction ratio for various subgroups may create or perpetuate the illusion of differential validity and that corrections are most accurate when done within each subgroup. Finally, in Study 4, we conducted a simulation in which we assumed differential validity in the population. We found that range restriction artificially increased the size of observed differential validity estimates when the validity of cognitive ability tests was assumed to be higher among Whites. Overall, we suggest that the concept of differential validity may be largely artifactual and current data are not definitive enough to suggest such effects exist.

摘要

差异有效性的概念表明,认知能力测试在不同种族群体中的有效性水平不同,即在某些种族亚组中有效性较低,而在其他亚组中则较高。最近的一项荟萃分析重新验证了这一概念的可行性。不幸的是,该荟萃分析中没有数据可以纠正种族群体内部的范围限制。我们回顾了差异有效性的文献,并进行了 4 项研究。在研究 1 中,我们通过实证证明,在使用具有共同截止值的认知能力测试时,与白人样本相比,黑人社群样本的测试分数方差降低更多。在研究 2 中,我们开发了一个模拟,以检验范围限制对差异有效性估计的影响。结果表明,在没有群体间差异有效性的情况下,不同程度的范围限制可以解释就业和教育环境中(但不是军事环境中)明显观察到的差异有效性结果。在研究 3 中,我们进行了一项模拟,检验了校正范围限制的方法如何影响这些校正的准确性。结果表明,使用各种亚组共同的范围限制比来进行校正的方法可能会产生或延续差异有效性的假象,并且在每个亚组内进行校正时,校正最准确。最后,在研究 4 中,我们进行了一项模拟,假设群体中存在差异有效性。我们发现,当假设认知能力测试的有效性在白人中更高时,范围限制会人为地增加观察到的差异有效性估计值。总体而言,我们认为差异有效性的概念可能在很大程度上是人为的,目前的数据还不够明确,无法证明这种影响的存在。

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