D. Lacko, J. Čeněk, Jaroslav Točík, A. Avsec, Vladimir Đorđević, Ana Genc, F. Haka, Jelena Šakotić-Kurbalija, T. Mohorić, Ibrahim Neziri, Siniša Subotić
{"title":"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","authors":"D. Lacko, J. Čeněk, Jaroslav Točík, A. Avsec, Vladimir Đorđević, Ana Genc, F. Haka, Jelena Šakotić-Kurbalija, T. Mohorić, Ibrahim Neziri, Siniša Subotić","doi":"10.1177/10693971211068971","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":47154,"journal":{"name":"Cross-Cultural Research","volume":"56 1","pages":"228 - 267"},"PeriodicalIF":2.3000,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"14","resultStr":"{\"title\":\"The Necessity of Testing Measurement Invariance in Cross-Cultural Research: Potential Bias in Cross-Cultural Comparisons With Individualism– Collectivism Self-Report Scales\",\"authors\":\"D. Lacko, J. Čeněk, Jaroslav Točík, A. Avsec, Vladimir Đorđević, Ana Genc, F. Haka, Jelena Šakotić-Kurbalija, T. 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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. 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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.
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.