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The Use And Misuse Of Structural Equation Modeling In Management Research

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  • Nebojsa S. Davcik

Abstract

The research practice in management research is dominantly based on structural equation modeling, but almost exclusively, and often misguidedly, on covariance-based SEM. We adumbrate theoretical foundations and guidance for the two SEM streams: covariance-based, also known as LISREL, covariance structure analysis, latent variable analysis, etc.; and variance-based SEM, also known as a component-based SEM, PLS, etc. Our conceptual framework discusses the two streams by analysis of theory, measurement model specification, sample and goodness-of-fit. We question the usefulness of Cronbach’s alpha research paradigm and discuss alternatives that are well-established in social science, but not well-known in the management research community. We conclude with discussion of some open questions in management research practice that remain under-investigated and unutilized.

Suggested Citation

  • Nebojsa S. Davcik, 2013. "The Use And Misuse Of Structural Equation Modeling In Management Research," Working Papers Series 2 13-07, ISCTE-IUL, Business Research Unit (BRU-IUL).
  • Handle: RePEc:isc:iscwp2:bruwp1307
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    File URL: http://bru-unide.iscte.pt/RePEc/pdfs/13-07.pdf
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    1. TENENHAUS, Michel, 2008. "Component-based structural equation modelling," HEC Research Papers Series 887, HEC Paris.
    2. Wilcox, James B. & Howell, Roy D. & Breivik, Einar, 2008. "Questions about formative measurement," Journal of Business Research, Elsevier, vol. 61(12), pages 1219-1228, December.
    3. Cyril Hoyt, 1941. "Test reliability estimated by analysis of variance," Psychometrika, Springer;The Psychometric Society, vol. 6(3), pages 153-160, June.
    4. Michel Tenenhaus, 2008. "Component-based Structural Equation Modelling," Working Papers hal-00580149, HAL.
    5. Lee, Sik-Yum & Song, Xin-Yuan, 2008. "On Bayesian estimation and model comparison of an integrated structural equation model," Computational Statistics & Data Analysis, Elsevier, vol. 52(10), pages 4814-4827, June.
    6. Diamantopoulos, Adamantios & Riefler, Petra & Roth, Katharina P., 2008. "Advancing formative measurement models," Journal of Business Research, Elsevier, vol. 61(12), pages 1203-1218, December.
    7. Jarvis, Cheryl Burke & MacKenzie, Scott B & Podsakoff, Philip M, 2003. "A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 30(2), pages 199-218, September.
    8. Herman Wold, 1980. "Model Construction and Evaluation When Theoretical Knowledge Is Scarce," NBER Chapters, in: Evaluation of Econometric Models, pages 47-74, National Bureau of Economic Research, Inc.
    9. Louis Guttman, 1945. "A basis for analyzing test-retest reliability," Psychometrika, Springer;The Psychometric Society, vol. 10(4), pages 255-282, December.
    10. Jos Berge & Henk Kiers, 1991. "A numerical approach to the approximate and the exact minimum rank of a covariance matrix," Psychometrika, Springer;The Psychometric Society, vol. 56(2), pages 309-315, June.
    11. Paul Jackson & Christian Agunwamba, 1977. "Lower bounds for the reliability of the total score on a test composed of non-homogeneous items: I: Algebraic lower bounds," Psychometrika, Springer;The Psychometric Society, vol. 42(4), pages 567-578, December.
    12. Heungsun Hwang & Moon-Ho Ho & Jonathan Lee, 2010. "Generalized Structured Component Analysis with Latent Interactions," Psychometrika, Springer;The Psychometric Society, vol. 75(2), pages 228-242, June.
    13. P. M. Bentler & Chih-Ping Chou, 1987. "Practical Issues in Structural Modeling," Sociological Methods & Research, , vol. 16(1), pages 78-117, August.
    14. Lauren I. Labrecque & Anjala S. Krishen & Stephan Grzeskowiak, 2011. "Exploring social motivations for brand loyalty: Conformity versus escapism," Post-Print hal-00658498, HAL.
    15. MacKenzie, Scott B, 2001. "Opportunities for Improving Consumer Research through Latent Variable Structural Equation Modeling," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 28(1), pages 159-166, June.
    16. Fornell, Claes, 1983. "Issues in the Application of Covariance Structure Analysis: A Comment," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 9(4), pages 443-448, March.
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    More about this item

    Keywords

    Structural equation modeling; covariance- and variance-based SEM; formative and reflective indicators; LISREL; PLS;
    All these keywords.

    JEL classification:

    • C18 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Methodolical Issues: General
    • C3 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables
    • M0 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - General

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