Testing Measurement Models for Factorial Invariance: A Systematic Approach
- 1 December 1998
- journal article
- Published by SAGE Publications in Educational and Psychological Measurement
- Vol. 58 (6) , 1017-1034
- https://doi.org/10.1177/0013164498058006010
Abstract
Comparing different groups (e.g., cultures, age cohorts) using survey-type instruments raises the question of factorial invariance, that is, whether or not members of different groups ascribe the same meanings to survey items. This article attempts to advance multi-group research by (a) providing a concise summary of the factorial invariance problem, (b) proposing a simplified notation intended to facilitate discussion of the problem, and (c) suggesting a structured approach for testing large models. This procedure is illustrated using an extended example. Two computer programs designed to make the recommended procedures less laborious are offered.Keywords
This publication has 19 references indexed in Scilit:
- CONFIRMATORY CROSS-CULTURAL RESEARCH: TESTING THE VIABILITY OF A CORPORATION-WIDE SAFETY POLICY.The Academy of Management Journal, 1995
- Testing for the Factorial Validity, Replication, and Invariance of a Measuring Instrument: A Paradigmatic Application Based on the Maslach Burnout InventoryMultivariate Behavioral Research, 1994
- New measures of job control, cognitive demand, and production responsibility.Journal of Applied Psychology, 1993
- Factors Influencing Cross-Validation of Confirmatory Factor Analysis ModelsMultivariate Behavioral Research, 1993
- Testing for the equivalence of factor covariance and mean structures: The issue of partial measurement invariance.Psychological Bulletin, 1989
- Structural Equations with Latent VariablesPublished by Wiley ,1989
- Application of confirmatory factor analysis to the study of self-concept: First- and higher order factor models and their invariance across groups.Psychological Bulletin, 1985
- Equivalence of psychological measurement in heterogeneous populations.Journal of Applied Psychology, 1985
- Scrutinizing psychological tests: Measurement equivalence and equivalent relations with external variables are the central issues.Psychological Bulletin, 1984
- Notes on Factorial InvariancePsychometrika, 1964