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A Review and Synthesis of the Measurement Invariance Literature: Suggestions, Practices, and Recommendations for Organizational Research

Robert J. Vandenberg

Charles E. Lance

University of Georgia

The establishment of measurement invariance across groups is a logical prerequisite to conducting substantive cross-group comparisons (e.g., tests of group mean differences, invariance of structural parameter estimates), but measurement invariance is rarely tested in organizational research. In this article, the authors (a) elaborate the importance of conducting tests of measurement invariance across groups, (b) review recommended practices for conducting tests of measurement invariance, (c) review applications of measurement invariance tests in substantive applications, (d) discuss issues involved in tests of various aspects of measurement invariance, (e) present an empirical example of the analysis of longitudinal measurement invariance, and (f) propose an integrative paradigm for conducting sequences of measurement invariance tests.

Organizational Research Methods, Vol. 3, No. 1, 4-70 (2000)
DOI: 10.1177/109442810031002


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Human RelationsHome page
S. Glazer, S. C. Daniel, and K. M. Short
A Study of the Relationship Between Organizational Commitment and Human Values in Four Countries
Human Relations, March 1, 2004; 57(3): 323 - 345.
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Journal of Hospitality & Tourism ResearchHome page
Y. Reisinger and F. Mavondo
Modeling Psychographic Profiles: A Study of the U.S. and Australian Student Travel Market
Journal of Hospitality & Tourism Research, February 1, 2004; 28(1): 44 - 65.
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Journal of ManagementHome page
L. J. Williams, J. R. Edwards, and R. J. Vandenberg
Recent Advances in Causal Modeling Methods for Organizational and Management Research
Journal of Management, December 1, 2003; 29(6): 903 - 936.
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Journal of Cross-Cultural PsychologyHome page
J. Welkenhuysen-Gybels, J. Billiet, and B. Cambre
Adjustment for Acquiescence in the Assessment of the Construct Equivalence of Likert-Type Score Items
Journal of Cross-Cultural Psychology, November 1, 2003; 34(6): 702 - 722.
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International Journal of Cross Cultural ManagementHome page
C. H. Tinsley and E. Weldon
Responses to a Normative Conflict among American and Chinese Managers
International Journal of Cross Cultural Management, August 1, 2003; 3(2): 183 - 194.
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Language TestingHome page
B. D. Zumbo
Does item-level DIF manifest itself in scale-level analyses? Implications for translating language tests
Language Testing, April 1, 2003; 20(2): 136 - 147.
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Journal of Cross-Cultural PsychologyHome page
K. Jung, S. H. Ang, S. M. Leong, S. J. Tan, C. Pornpitakpan, and A. K. Kau
A Typology of Animosity and its Cross-National Validation
Journal of Cross-Cultural Psychology, November 1, 2002; 33(6): 525 - 539.
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Organizational Research MethodsHome page
C. Robie, M. J. Schmit, A. M. Ryan, and M. J. Zickar
Effects of Item Context Specificity on the Measurement Equivalence of a Personality Inventory
Organizational Research Methods, October 1, 2000; 3(4): 348 - 365.
[Abstract] [PDF]