Why Measurement Invariance is Important in Comparative Research. A Response to Welzel et al. (2021)

IF 6.5 2区 社会学 Q1 SOCIAL SCIENCES, MATHEMATICAL METHODS Sociological Methods & Research Pub Date : 2022-04-21 DOI:10.1177/00491241221091755
B. Meuleman, Tomasz Żółtak, A. Pokropek, E. Davidov, B. Muthén, Daniel L. Oberski, J. Billiet, Peter Schmidt
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引用次数: 7

Abstract

Welzel et al. (2021) claim that non-invariance of instruments is inconclusive and inconsequential in the field for cross-cultural value measurement. In this response, we contend that several key arguments on which Welzel et al. (2021) base their critique of invariance testing are conceptually and statistically incorrect. First, Welzel et al. (2021) claim that value measurement follows a formative rather than reflective logic. Yet they do not provide sufficient theoretical arguments for this conceptualization, nor do they discuss the disadvantages of this approach for validation of instruments. Second, their claim that strong inter-item correlations cannot be retrieved when means are close to the endpoint of scales ignores the existence of factor-analytic approaches for ordered-categorical indicators. Third, Welzel et al. (2021) propose that rather than of relying on invariance tests, comparability can be assessed by studying the connection with theoretically related constructs. However, their proposal ignores that external validation through nomological linkages hinges on the assumption of comparability. By means of two examples, we illustrate that violating the assumptions of measurement invariance can distort conclusions substantially. Following the advice of Welzel et al. (2021) implies discarding a tool that has proven to be very useful for comparativists.
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为什么测量不变性在比较研究中很重要。对Welzel等人的回应(2021)
Welzel等人(2021)声称,在跨文化价值测量领域,工具的非不变性是不确定的,也是无关紧要的。在这一回应中,我们认为Welzel等人(2021)对不变性测试的批评所基于的几个关键论点在概念上和统计上都是不正确的。首先,Welzel等人(2021)声称,价值衡量遵循形成性而非反思性逻辑。然而,他们没有为这种概念化提供足够的理论论据,也没有讨论这种方法在文书验证方面的缺点。其次,他们声称,当均值接近量表的终点时,无法检索到强的项目间相关性,这忽略了有序分类指标的因素分析方法的存在。第三,Welzel等人(2021)提出,与其依赖不变性检验,不如通过研究与理论相关结构的联系来评估可比性。然而,他们的建议忽略了通过法理联系进行的外部验证取决于可比性的假设。通过两个例子,我们说明了违反测量不变性的假设会严重扭曲结论。遵循Welzel等人的建议。(2021)意味着放弃一种已被证明对比较主义者非常有用的工具。
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来源期刊
CiteScore
16.30
自引率
3.20%
发文量
40
期刊介绍: Sociological Methods & Research is a quarterly journal devoted to sociology as a cumulative empirical science. The objectives of SMR are multiple, but emphasis is placed on articles that advance the understanding of the field through systematic presentations that clarify methodological problems and assist in ordering the known facts in an area. Review articles will be published, particularly those that emphasize a critical analysis of the status of the arts, but original presentations that are broadly based and provide new research will also be published. Intrinsically, SMR is viewed as substantive journal but one that is highly focused on the assessment of the scientific status of sociology. The scope is broad and flexible, and authors are invited to correspond with the editors about the appropriateness of their articles.
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