Assessing Goodness of Fit: Simple Rules of Thumb Simply Do Not Work
- 7 June 2010
- journal article
- research article
- Published by SAGE Publications in Organizational Research Methods
- Vol. 14 (3), 548-570
- https://doi.org/10.1177/1094428110368562
Abstract
Confirmatory factor analytic (CFA) models are frequently used in many areas of organizational research. Due to their popularity, CFA models and issues about their fit have received a vast amount of attention during the past several decades. The purpose of this study was to examine several measures of fit and the appropriateness of previously developed ‘‘rules of thumb’’ for their interpretation. First, an empirical example is used to illustrate the effects of nonnormality on maximum likelihood (ML) estimation and to demonstrate the importance of diagonally weighted least squares (DWLS) estimation for organizational research. Then, the results of a simulation study are presented to show that appropriate cutoff values for DWLS estimation vary considerably across conditions. Finally, regression equations are described to aid researchers in selecting cutoff values for assessing the fit of DWLS solutions, given a desired level of Type I error. The results summarized here have important implications for the interpretation and use of CFA models.Keywords
This publication has 48 references indexed in Scilit:
- A conceptual and empirical examination of justifications for dichotomization.Psychological Methods, 2009
- Measuring exposure to bullying and harassment at work: Validity, factor structure and psychometric properties of the Negative Acts Questionnaire-RevisedWork & Stress, 2009
- An Empirical Evaluation of the Use of Fixed Cutoff Points in RMSEA Test Statistic in Structural Equation ModelsSociological Methods & Research, 2008
- Personal and workgroup incivility: Impact on work and health outcomes.Journal of Applied Psychology, 2008
- Structural equation modelling: Adjudging model fitPersonality and Individual Differences, 2007
- ISSID pagesPersonality and Individual Differences, 2007
- Raising voice, risking retaliation: Events following interpersonal mistreatment in the workplace.Journal of Occupational Health Psychology, 2003
- The Effects of Equal Opportunity Fairness Attitudes on Job Satisfaction, Organizational Commitment, and Perceived Work Group EfficacyMilitary Psychology, 2002
- A Critical Examination of the Internalization, Identification, and Compliance Commitment MeasuresJournal of Management, 1994
- Structural equation modeling in practice: A review and recommended two-step approach.Psychological Bulletin, 1988