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The use and misuse of structural equation modeling in management research

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  • Nebojsa S. Davcik

Abstract

Purpose - – The research practice in management research is dominantly based on structural equation modeling (SEM), but almost exclusively, and often misguidedly, on covariance-based SEM. The purpose of this paper is to question the current research myopia in management research, because the paper adumbrates theoretical foundations and guidance for the two SEM streams: covariance-based and variance-based SEM; and improves the conceptual knowledge by comparing the most important procedures and elements in the SEM study, using different theoretical criteria. Design/methodology/approach - – The study thoroughly analyzes, reviews and presents two streams using common methodological background. The conceptual framework discusses the two streams by analysis of theory, measurement model specification, sample and goodness-of-fit. Findings - – The paper identifies and discusses the use and misuse of covariance-based and variance-based SEM utilizing common topics such as: first, theory (theory background, relation to theory and research orientation); second, measurement model specification (type of latent construct, type of study, reliability measures, etc.); third, sample (sample size and data distribution assumption); and fourth, goodness-of-fit (measurement of the model fit and residual co/variance). Originality/value - – The paper questions the usefulness of Cronbach'sαresearch paradigm and discusses alternatives that are well established in social science, but not well known in the management research community. The author presents short research illustration in which analyzes the four recently published papers using common methodological background. The paper concludes with discussion of some open questions in management research practice that remain under-investigated and unutilized.

Suggested Citation

  • Nebojsa S. Davcik, 2014. "The use and misuse of structural equation modeling in management research," Journal of Advances in Management Research, Emerald Group Publishing Limited, vol. 11(1), pages 47-81, April.
  • Handle: RePEc:eme:jamrpp:v:11:y:2014:i:1:p:47-81
    DOI: 10.1108/JAMR-07-2013-0043
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    Citations

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    Cited by:

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    2. Nitzl, Christian, 2016. "The use of partial least squares structural equation modelling (PLS-SEM) in management accounting research: Directions for future theory development," Journal of Accounting Literature, Elsevier, vol. 37(C), pages 19-35.
    3. Osaiga Felix Isibor & Edith Onowe Odia, 2021. "Adherents’ switching behavior: exploring the push-pull-mooring framework in the Christian religious market," International Review on Public and Nonprofit Marketing, Springer;International Association of Public and Non-Profit Marketing, vol. 18(1), pages 95-127, March.
    4. Fauziah Mahat & Noor Azman Ali, 2015. "The Roles of Risk Governance on Islamic Banking Systems," Proceedings of International Academic Conferences 2705187, International Institute of Social and Economic Sciences.
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    6. Ceric, Arnela & D'Alessandro, Steven & Soutar, Geoff & Johnson, Lester, 2016. "Using blueprinting and benchmarking to identify marketing resources that help co-create customer value," Journal of Business Research, Elsevier, vol. 69(12), pages 5653-5661.
    7. Al-Okaily, Manaf & Lutfi, Abdalwali & Alsaad, Abdallah & Taamneh, Abdallah & Alsyouf, Adi, 2020. "The Determinants of Digital Payment Systems’ Acceptance under Cultural Orientation Differences: The Case of Uncertainty Avoidance," Technology in Society, Elsevier, vol. 63(C).
    8. José Roberto Frega & Alex Antonio Ferraresi & Carlos Olavo Quandt & Claudimar Pereira da Veiga, 2018. "Relationships Among Knowledge Management, Organisational Innovativeness and Performance: Covariance-Based Versus Partial Least-Squares Structural Equation Modelling," Journal of Information & Knowledge Management (JIKM), World Scientific Publishing Co. Pte. Ltd., vol. 17(01), pages 1-19, March.
    9. Izaias Martins & Juan Pablo P. Perez & Diana Osorio & Jorge Mesa, 2023. "Serious Games in Entrepreneurship Education: A Learner Satisfaction and Theory of Planned Behaviour Approaches," Journal of Entrepreneurship and Innovation in Emerging Economies, Entrepreneurship Development Institute of India, vol. 32(1), pages 157-181, March.
    10. Marques, Catarina & Reis, Elizabeth, 2015. "How to deal with heterogeneity among tourism constructs?," Annals of Tourism Research, Elsevier, vol. 52(C), pages 172-174.
    11. Sintayehu Tulu Wondimu & Mathewos Woldemariam Birru, 2020. "Determinants Of Informal Economy Estimation In Ethiopia: Multiple-Indicators, Multiple-Causes (Mimic) Approach," Copernican Journal of Finance & Accounting, Uniwersytet Mikolaja Kopernika, vol. 9(2), pages 65-86.
    12. Motyka Błażej, 2018. "Employee engagement and performance: a systematic literature review," International Journal of Management and Economics, Warsaw School of Economics, Collegium of World Economy, vol. 54(3), pages 227-244, September.
    13. Marques, Catarina & da Silva, Rui Vinhas & Davcik, Nebojsa S. & Faria, Rita Tamagnini, 2020. "The role of brand equity in a new rebranding strategy of a private label brand," Journal of Business Research, Elsevier, vol. 117(C), pages 497-507.
    14. Barta, Sergio & Belanche, Daniel & Fernández, Ana & Flavián, Marta, 2023. "Influencer marketing on TikTok: The effectiveness of humor and followers’ hedonic experience," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    15. Rashid Maqbool & Xiaomei Deng & Saleha Ashfaq, 2020. "Success of renewable energy projects under the financial and non‐financial performance measures," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(5), pages 1366-1375, September.
    16. Daniel Belanche & Luis V. Casaló & Carlos Flavián, 2021. "Frontline robots in tourism and hospitality: service enhancement or cost reduction?," Electronic Markets, Springer;IIM University of St. Gallen, vol. 31(3), pages 477-492, September.
    17. Henao, Rafael & Sarache, William, 2022. "Sustainable performance in manufacturing operations: The cumulative approach vs. trade-offs approach," International Journal of Production Economics, Elsevier, vol. 244(C).
    18. Casaló, Luis V. & Flavián, Carlos & Ibáñez-Sánchez, Sergio, 2020. "Influencers on Instagram: Antecedents and consequences of opinion leadership," Journal of Business Research, Elsevier, vol. 117(C), pages 510-519.
    19. Sabina Scarpellini & Jesus Valero‐Gil & José M. Moneva & Michele Andreaus, 2020. "Environmental management capabilities for a “circular eco‐innovation”," Business Strategy and the Environment, Wiley Blackwell, vol. 29(5), pages 1850-1864, July.
    20. Gohary, Ali & Hamzelu, Bahman & Alizadeh, Hamid, 2016. "Please explain why it happened! How perceived justice and customer involvement affect post co-recovery evaluations: A study of Iranian online shoppers," Journal of Retailing and Consumer Services, Elsevier, vol. 31(C), pages 127-142.

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    Keywords

    Structural equation modeling; Modeling;

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