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A Brief Guide to Structural Equation Modeling

Bibliographic Data

ID8913484
AuthorsRebecca Weston (0000-0003-0457-1970, Southern Illinois University,, corresponding author), Paul A Gore (ACT, Inc.)
Year2006
Volume34
Issue5
Pages719-751
Publication date2006-08-10
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueThe Counseling Psychologist (JOURNAL)
Journal identifiersISSN: 0011-0000 • E-ISSN: 1552-3861
PublisherSAGE Publishing (PUBLISHER • US)
DOI10.1177/0011000006286345
OpenAlexW2109223853
LanguageEN
Citations received661
References cited51

To complement recent articles in this journal on structural equation modeling (SEM) practice and principles by Martens and by Quintana and Maxwell, respectively, the authors offer a consumer’s guide to SEM. Using an example derived from theory and research on vocational psychology, the authors outline six steps in SEM: model specification, identification, data preparation and screening, estimation, evaluation of fit, and modification. In addition, the authors summarize the debates surrounding some aspects of SEM (e.g., acceptable sample size, fit indices), with recommendations for application. They also discuss the need for considering and testing alternative models and present an example, with details on determining whether alternative models result in a significant improvement in fit to the observed data

Causal model · Complement (music · Identification (biology · Machine learning · Management science · Sample (material · Sample size determination · Statistics · Structural equation modeling · Behavioral Health and Interventions · Computer Science · Engineering · Job Satisfaction and Organizational Behavior · Mathematics · Psychology · Psychometric Methodologies and Testing

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    Open Access•William Meredith, John Tisak•Psychometrika•1990

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    Daniel W Russell, Jeffrey H Kahn et al.•Journal of Counseling Psychology•1998

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    P D Allison•Journal of Abnormal Psychology•2003

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    Robert C Maccallum, James T Austin•Annual Review of Psychology•2000

  • The Effect of Sampling Error on Convergence, Improper Solutions, and Goodness-of-Fit Indices for Maximum Likelihood Confirmatory Factor Analysis

    Open Access•James C Anderson, David W Gerbing•Psychometrika•1984

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    Anne Boomsma•Structural Equation Modeling: A…•2000

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    John E Mathieu, James L Farr•Journal of Applied Psychology•1991

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  • Inference and missing data

    Donald B Rubin•Biometrika•1976

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    Li‐tze Hu, Peter M Bentler•Structural Equation Modeling: A…•1999

  • Toward a Unifying Social Cognitive Theory of Career and Academic Interest, Choice, and Performance

    Open Access•Robert W Lent, Steven D Brown et al.•Journal of Vocational Behavior•1994

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    Li‐tze Hu, Li-tze Hu et al.•Psychological Methods•1998

  • In Search of Golden Rules

    Herbert W Marsh, Kit-Tai Hau et al.•Structural Equation Modeling: A…•2004

  • Principles and practice in reporting structural equation analyses.

    Roderick P McDonald, Moon-Ho Ringo Ho et al.•Psychological Methods•2002

  • Power analysis and determination of sample size for covariance structure modeling.

    Robert C Maccallum, Michael W Browne et al.•Psychological Methods•1996

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    J Scott Long, Kenneth A Bollen•Testing Structural Equation Models•2012

  • Model Modification in Covariance Structure Modeling

    Chih-Ping Chou, Chih‐Ping Chou et al.•Multivariate Behavioral Research•1990

  • A Monte Carlo Investigation of Methods for Controlling Type I Errors with Specification Searches in Structural Equation Modeling

    Samuel B Green, Marilyn S Thompson et al.•Multivariate Behavioral Research•1998

  • Structural Model Evaluation and Modification

    James H Steiger•Multivariate Behavioral Research•1990

  • Structural equation modeling in practice

    James C Anderson, David W Gerbing•Psychological Bulletin•1988

  • A New Incremental Fit Index for General Structural Equation Models

    Open Access•K A Bollen•Sociological Methods & Research•1989

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    Open Access•Matthew P Martens•The Counseling Psychologist•2005

  • The Counseling Psychologist, 1969-1988

    Open Access•C Edward Watkins, Michaelene Manus•The Counseling Psychologist•1989

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    Open Access•Robin K Henson•The Counseling Psychologist•2006

  • Factor Analysis in Counseling Psychology Research, Training, and Practice

    Open Access•Jeffrey H Kahn•The Counseling Psychologist•2006

  • Implications of Recent Developments in Structural Equation Modeling for Counseling Psychology

    Open Access•Stephen M Quintana, Scott E Maxwell•The Counseling Psychologist•1999

  • Guidelines for Meta-Analyses of Counseling Psychology Research

    Open Access•Stephen M Quintana, Takuya Minami•The Counseling Psychologist•2006

  • Discriminant Analysis in Counseling Psychology Research

    Open Access•Alissa Sherry•The Counseling Psychologist•2006

  • Advanced Applications of Structural Equation Modeling in Counseling Psychology Research

    Open Access•Matthew P Martens, Richard F Haase•The Counseling Psychologist•2006

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    Open Access•Janet E Helms, Kevin T Henze et al.•The Counseling Psychologist•2006

  • The moderator–mediator variable distinction in social psychological research

    Reuben M Baron, D A Kenny•Journal of Personality and Social…•1986

  • Comparative fit indexes in structural models

    Peter M Bentler•Psychological Bulletin•1990

  • The moderator-mediator variable distinction in social psychological research

    Reuben M Baron, D A Kenny•Journal of Personality and Social…•1986

  • Principles and Practice of Structural Equation Modeling

    Open Access•Nassim Tabri, Craig M Elliott•Canadian Graduate Journal of…•2012

  • Alternative Ways of Assessing Model Fit

    Open Access•Michael W Browne, Robert Cudeck•Sociological Methods & Research•1992

Unique citing works661
Citations per year33,05
Citation span2006 - 2026 (21)
Citation velocitycurrent
Highly citedYes
Citation typesNeutral: 655

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