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On the relationship between sources of within- and between-group differences and measurement invariance in the common factor model
Authors:Gitta H Lubke  Conor V Dolan  Henk Kelderman  Gideon J Mellenbergh
Institution:a Graduate School of Education and Information Studies (GSEIS), University of California, Los Angeles (UCLA), Moore Hall, Box 951521, Los Angeles, CA 90095-1521, USA;b Developmental Psychology, University of Amsterdam, Amsterdam, The Netherlands;c Department of Work and Organizational Psychology, Free University Amsterdam, Amsterdam, The Netherlands;d Psychological Methods, University of Amsterdam, Amsterdam, The Netherlands
Abstract:Investigating sources of within- and between-group differences and measurement invariance (MI) across groups is fundamental to any meaningful group comparison based on observed test scores. It is shown that by placing certain restrictions on the multigroup confirmatory factor model, it is possible to investigate the hypothesis that within- and between-group differences are due to the same factors. Moreover, the modeling approach clarifies that absence of measurement bias implies common sources of within- and between-group variation. It is shown how the influence of background variables can be incorporated in the model. The advantages of the modeling approach as compared with other commonly used methods for group comparisons is discussed and illustrated by means of an analysis of empirical data.
Keywords:Common factor model  Within-group differences  Between-group differences  Measurement invariance  Confirmatory factor analysis
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