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Confirmatory Factor Analysis of Multitrait-Multimethod Self-concept Data: Between-group and Within-group Invariance
This study extends confirmatory factor analysis (CFA) for multitrait-multimethod (MTMM) data, finding higher self-other agreement on self-concept dimensions. The enhanced CFA-MTMM approach offers more parsimonious models and remedies common analysis issues.
Area of Science:
- Psychology
- Psychometrics
Background:
- Self-concept is a multidimensional construct.
- Evaluating self-concept accuracy often involves self-other agreement.
- Previous methods for analyzing multitrait-multimethod (MTMM) data have limitations.
Purpose of the Study:
- To extend confirmatory factor analysis (CFA) for analyzing MTMM data.
- To evaluate self-other agreement on multiple dimensions of self-concept.
- To assess the cross-cultural invariance of self-concept measurement.
Main Methods:
- Two studies utilized the Self Description Questionnaire III (SDQIII) with university students in Australia and Canada.
- Confirmatory factor analysis (CFA) and an extension for MTMM data were employed.
- Within-group and between-group invariance tests were conducted.
Main Results:
- Self-other agreement on 13 SDQIII factors was higher than previously reported.
- Both traditional and CFA approaches confirmed convergent and discriminant validity.
- Cross-group invariance tests supported the invariance of CFA-MTMM solutions across Australian and Canadian samples.
- Constrained models were more parsimonious and addressed ill-defined solutions.
Conclusions:
- The extended CFA-MTMM approach is effective for analyzing self-concept data.
- Self-other agreement on self-concept dimensions is robust across cultures.
- This methodology provides a practical solution for improving CFA-MTMM analyses.
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