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Specifying and Testing Differences Between Variables in Structural Equation Modeling Using the H–O Specification

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  • Fuchs, Emily
  • Schuberth, Florian
  • Henseler, Jörg

Abstract

Differences, such as gaps or contrasts, are crucial to theories in the social sciences. However, modeling these differences in structural equation modeling (SEM) remains challenging. Existing approaches have limitations that prevent researchers from modeling and testing differences flexibly. This paper introduces the H–O specification for modeling differences, a flexible SEM specification that overcomes these limitations. Our specification enables differences to be modeled as both independent and dependent variables, allows for differences between latent variables, and facilitates testing of the equal importance and full transmission assumptions. Using an empirical example from marketing research, we demonstrate that the H–O specification can reproduce the results of existing approaches while offering greater modeling flexibility and more opportunities to test differences.

Suggested Citation

  • Fuchs, Emily & Schuberth, Florian & Henseler, Jörg, 2025. "Specifying and Testing Differences Between Variables in Structural Equation Modeling Using the H–O Specification," SocArXiv ynx83_v2, Center for Open Science.
  • Handle: RePEc:osf:socarx:ynx83_v2
    DOI: 10.31219/osf.io/ynx83_v2
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    References listed on IDEAS

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    1. Piotr Tarka, 2018. "An overview of structural equation modeling: its beginnings, historical development, usefulness and controversies in the social sciences," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(1), pages 313-354, January.
    2. Allen, Jim & van der Velden, Rolf, 2001. "Educational Mismatches versus Skill Mismatches: Effects on Wages, Job Satisfaction, and On-the-Job Search," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 434-452, July.
    3. Piotr Tarka, 2022. "Correction to: An overview of structural equation modeling: its beginnings, historical development, usefulness and controversies in the social sciences," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(2), pages 885-887, April.
    4. David Rindskopf, 1984. "Using phantom and imaginary latent variables to parameterize constraints in linear structural models," Psychometrika, Springer;The Psychometric Society, vol. 49(1), pages 37-47, March.
    5. James M. Graham, 2008. "The General Linear Model as Structural Equation Modeling," Journal of Educational and Behavioral Statistics, , vol. 33(4), pages 485-506, December.
    6. Kenneth Gillingham & Karen Palmer, 2014. "Bridging the Energy Efficiency Gap: Policy Insights from Economic Theory and Empirical Evidence," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 8(1), pages 18-38, January.
    7. Wolfgang Ulaga & Andreas Eggert, 2006. "Value-Based Differentiation in Business Relationships: Gaining and Sustaining Key Supplier Status," Post-Print hal-00482456, HAL.
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