Using multi-group confirmatory factor analysis to evaluate cross-cultural research: identifying and understanding non-invariance
Journal article
Brown, Gavin T.L., Harris, Lois, O'Quin, Chrissie and Lane, Kenneth E.. (2017). Using multi-group confirmatory factor analysis to evaluate cross-cultural research: identifying and understanding non-invariance. International Journal of Research and Method in Education. 40(1), pp. 66 - 90. https://doi.org/10.1080/1743727X.2015.1070823
Authors | Brown, Gavin T.L., Harris, Lois, O'Quin, Chrissie and Lane, Kenneth E. |
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Abstract | Multi-group confirmatory factor analysis (MGCFA) allows researchers to determine whether a research inventory elicits similar response patterns across samples. If statistical equivalence in responding is found, then scale score comparisons become possible and samples can be said to be from the same population. This paper illustrates the use of MGCFA by examining survey results relating to practising teachers' conceptions of feedback in two very different jurisdictions (Louisiana, USA, n = 308; New Zealand, n = 518), highlighting challenges which can occur when conducting this kind of cross-cultural research. As the two contexts had very different policies and practices around educational assessment, it was considered possible that a common research inventory may elicit non-equivalent responding, leading to non-invariance. Independent models for each group and a joint model for all participants were tested for invariance using MGCFA and all were inadmissible for one of the two groups. Inspection of joint model differences in item loadings, scale reliabilities, and scale inter-correlations established the extent of non-invariance. This paper discusses the implications of non-invariance within this particular study and identifies difficulties in using an inventory in cross-cultural settings. It also provides suggestions about how to increase the likelihood that a common factor structure can be recovered. |
Keywords | confirmatory factor analysis; cross-cultural research; invariance testing; survey research |
Year | 2017 |
Journal | International Journal of Research and Method in Education |
Journal citation | 40 (1), pp. 66 - 90 |
Publisher | Routledge, Taylor & Francis Group |
ISSN | 1743-727X |
Digital Object Identifier (DOI) | https://doi.org/10.1080/1743727X.2015.1070823 |
Scopus EID | 2-s2.0-84937915425 |
Page range | 66 - 90 |
Research Group | Institute for Learning Sciences and Teacher Education (ILSTE) |
Publisher's version | File Access Level Controlled |
Place of publication | United Kingdom |
https://acuresearchbank.acu.edu.au/item/8qw87/using-multi-group-confirmatory-factor-analysis-to-evaluate-cross-cultural-research-identifying-and-understanding-non-invariance
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