Consequences of Not Conducting Measurement Invariance Tests in Cross-Cultural Studies: A Review of Current Research Practices and Recommendations
The Problem Cross-cultural research has received substantial attention from both academia and practice as it contributes to expand current theory and implements culturally successful human resource strategies. Although the quantity of this type of research has increased, several researchers have rai...
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Published in: | Advances in developing human resources Vol. 21; no. 4; pp. 466 - 483 |
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Format: | Journal Article |
Language: | English |
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SAGE Publications
01-11-2019
SAGE PUBLICATIONS, INC |
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Abstract | The Problem
Cross-cultural research has received substantial attention from both academia and practice as it contributes to expand current theory and implements culturally successful human resource strategies. Although the quantity of this type of research has increased, several researchers have raised methodological concerns that the majority of cross-cultural research has simply assumed or ignored measurement invariance.
The Solution
In this article, we first provide the meaning for measurement invariance, discuss why it is important, and then explain stepwise confirmatory factor analysis procedures to test measurement invariance. We also diagnose the current research practice in the field of human resource development (HRD) based on a review of cross-cultural, comparative research published in the major HRD journals. Finally, we demonstrate that the group difference test results that have been found without ensuring measurement invariance can, in fact, be false.
The Stakeholders
This article contributes to the HRD literature and practice in two ways. First, HRD researchers are invited to recognize the importance of sophisticated research methodology, such as measurement invariance, and to examine item bias across different groups so they can make a meaningful and valid comparison. The same attention is advisable to any practitioner who attempts to identify group differences using multinational/cultural data. This article also provides HRD scholars and practitioners with specific multigroup confirmatory factor analysis (MGCFA) procedures to facilitate empirical tests of measurement models across different groups and thus disseminate the methodological advances in the field of HRD. It is our hope that the present article raises awareness, circulates relevant knowledge, and encourages more HRD scholars to think critically about measurement. |
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AbstractList | The Problem
Cross-cultural research has received substantial attention from both academia and practice as it contributes to expand current theory and implements culturally successful human resource strategies. Although the quantity of this type of research has increased, several researchers have raised methodological concerns that the majority of cross-cultural research has simply assumed or ignored measurement invariance.
The Solution
In this article, we first provide the meaning for measurement invariance, discuss why it is important, and then explain stepwise confirmatory factor analysis procedures to test measurement invariance. We also diagnose the current research practice in the field of human resource development (HRD) based on a review of cross-cultural, comparative research published in the major HRD journals. Finally, we demonstrate that the group difference test results that have been found without ensuring measurement invariance can, in fact, be false.
The Stakeholders
This article contributes to the HRD literature and practice in two ways. First, HRD researchers are invited to recognize the importance of sophisticated research methodology, such as measurement invariance, and to examine item bias across different groups so they can make a meaningful and valid comparison. The same attention is advisable to any practitioner who attempts to identify group differences using multinational/cultural data. This article also provides HRD scholars and practitioners with specific multigroup confirmatory factor analysis (MGCFA) procedures to facilitate empirical tests of measurement models across different groups and thus disseminate the methodological advances in the field of HRD. It is our hope that the present article raises awareness, circulates relevant knowledge, and encourages more HRD scholars to think critically about measurement. The ProblemCross-cultural research has received substantial attention from both academia and practice as it contributes to expand current theory and implements culturally successful human resource strategies. Although the quantity of this type of research has increased, several researchers have raised methodological concerns that the majority of cross-cultural research has simply assumed or ignored measurement invariance.The SolutionIn this article, we first provide the meaning for measurement invariance, discuss why it is important, and then explain stepwise confirmatory factor analysis procedures to test measurement invariance. We also diagnose the current research practice in the field of human resource development (HRD) based on a review of cross-cultural, comparative research published in the major HRD journals. Finally, we demonstrate that the group difference test results that have been found without ensuring measurement invariance can, in fact, be false.The StakeholdersThis article contributes to the HRD literature and practice in two ways. First, HRD researchers are invited to recognize the importance of sophisticated research methodology, such as measurement invariance, and to examine item bias across different groups so they can make a meaningful and valid comparison. The same attention is advisable to any practitioner who attempts to identify group differences using multinational/cultural data. This article also provides HRD scholars and practitioners with specific multigroup confirmatory factor analysis (MGCFA) procedures to facilitate empirical tests of measurement models across different groups and thus disseminate the methodological advances in the field of HRD. It is our hope that the present article raises awareness, circulates relevant knowledge, and encourages more HRD scholars to think critically about measurement. |
Author | Lee, Yunsoo Jeong, Shinhee |
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Cites_doi | 10.1177/0734282911406661 10.1002/hrdq.21312 10.1007/S11336-007-9039-7 10.1207/S15328007SEM0902_5 10.5153/sro.3746 10.4324/9780203149102 10.1080/03610739208253916 10.1016/j.dr.2016.06.004 10.1086/209528 10.1007/s11135-007-9143-x 10.1080/00223980.2010.542505 10.3389/fpsyg.2014.00980 10.1007/s11336-006-1447-6 10.1177/109442810031002 10.1177/0829573508316590 10.5465/1556375 10.1007/s11336-006-1500-5 10.1146/annurev-soc-060116-053450 10.1177/0022022102250225 10.1002/hrdq.3920050107 10.1177/0013164403251332 10.1108/0885862031047313 10.1002/hrdq.21323 10.1177/1534484311399731 10.1080/10705510701301834 10.1037//0033-2909.105.3.456 10.1002/hrdq.21310 10.1016/S0148-2963(01)00314-9 10.21500/20112084.857 10.1111/j.1744-6570.1999.tb01812.x 10.1177/1094428103251542 10.1007/s10490-011-9250-z 10.1037/a0013193 10.1002/hrdq.1135 10.1037/0033-2909.103.3.411 10.1002/hrdq.21322 10.3389/fpsyg.2018.00740 10.1037/0021-9010.81.4.400 |
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Title | Consequences of Not Conducting Measurement Invariance Tests in Cross-Cultural Studies: A Review of Current Research Practices and Recommendations |
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