跨文化研究中检验测量不变性的必要性:个人主义-集体主义自我报告量表在跨文化比较中的潜在偏差

IF 2.3 3区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Cross-Cultural Research Pub Date : 2022-02-24 DOI:10.1177/10693971211068971
D. Lacko, J. Čeněk, Jaroslav Točík, A. Avsec, Vladimir Đorđević, Ana Genc, F. Haka, Jelena Šakotić-Kurbalija, T. Mohorić, Ibrahim Neziri, Siniša Subotić
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引用次数: 14

摘要

个人主义和集体主义是文化和跨文化研究中应用最广泛的两个概念。学者们通常使用算术平均数或量表上项目的总和指数来检查来自不同国家的样本的潜在相似性和差异性。由于许多原因,跨文化研究涉及许多方法和统计缺陷。本文的目的是总结其中的一些陷阱,特别是测量非不变性问题,这源于对问卷项目的不同理解,甚至是不同国家之间结构的不同特征。通过多组验证性因子分析和结构方程建模框架内的测量不变性过程进行的潜在均值比较,可以减少这种潜在偏差。然而,这些过程却被许多跨文化心理学研究者所忽视。在本文中,我们比较了“传统”(算术均值比较)和“不变”(潜在均值比较)方法,并提供了必要的R源代码,用于在其他尺度内复制测量不变性和潜在均值比较。这两种方法都用来自六个国家(斯洛文尼亚、克罗地亚、波斯尼亚和黑塞哥维那、塞尔维亚、马其顿和阿尔巴尼亚)的1386名参与者的独立和相互依存自我量表收集的真实数据来证明。我们的结果揭示了“不变”和“传统”方法之间的巨大差异,特别是在事后分析中。由于“不变”的结果可以被认为偏差较小,这一发现表明,目前流行的比较个人主义和集体主义跨文化尺度的算术平均值的方法可能会导致偏差的结果。
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The Necessity of Testing Measurement Invariance in Cross-Cultural Research: Potential Bias in Cross-Cultural Comparisons With Individualism– Collectivism Self-Report Scales
Individualism and collectivism are some of the most widely applied concepts in cultural and cross-cultural research. They are commonly applied by scholars who use arithmetic means or sum indexes of items on a scale to examine the potential similarities and differences in samples from various countries. For many reasons, cross-cultural research implicates numerous methodological and statistical pitfalls. The aim of this article is to summarize some of those pitfalls, particularly the problem of measurement non-invariance, which stems from the different understandings of questionnaire items or even different character of constructs between countries. This potential bias is reduced by latent mean comparisons performed with Multigroup Confirmatory Factor Analysis and the Measurement Invariance procedure within a Structural Equation Modeling framework. These procedures have been neglected by many researchers in the field of cross-cultural psychology, however. In this article, we compare ‘traditional’ (comparison of arithmetic means) and ‘invariant’ (latent mean comparison) approaches and provide necessary R source codes for replications of measurement invariance and latent mean comparisons within other scales. Both approaches are demonstrated with real data gathered on an Independent and Interdependent Self-Scale from 1386 participants across six countries (Slovenia, Croatia, Bosnia and Herzegovina, Serbia, Macedonia and Albania). Our results revealed considerable differences between the ‘invariant’ and ‘traditional’ approaches, especially in post-hoc analyses. Since ‘invariant’ results can be considered less biased, this finding suggests that the currently prevalent method of comparing the arithmetic means of cross-cultural scales of individualism and collectivism can potentially cause biased results.
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来源期刊
Cross-Cultural Research
Cross-Cultural Research SOCIAL SCIENCES, INTERDISCIPLINARY-
CiteScore
5.00
自引率
8.00%
发文量
17
期刊介绍: Cross-Cultural Research, formerly Behavior Science Research, is sponsored by the Human Relations Area Files, Inc. (HRAF) and is the official journal of the Society for Cross-Cultural Research. The mission of the journal is to publish peer-reviewed articles describing cross-cultural or comparative studies in all the social/behavioral sciences and other sciences dealing with humans, including anthropology, sociology, psychology, political science, economics, human ecology, and evolutionary biology. Worldwide cross-cultural studies are particularly welcomed, but all kinds of systematic comparisons are acceptable so long as they deal explicity with cross-cultural issues pertaining to the constraints and variables of human behavior.
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