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A first fit index on estimation accuracy in structural equation models

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  • Andreas Falke

    (University of Regensburg)

  • Nadine Schröder

    (Vienna University of Economics and Business)

  • Herbert Endres

    (University of Regensburg)

Abstract

Structural equation modeling (SEM) is commonly used in marketing and the social sciences such as education, psychology, and economics. A prominent issue thereby is the assessment of model fit. Although there is a huge variety of fit indices, researchers do not know how well they correspond to the estimation accuracy in terms of discrepancy between the estimated model values and true values of the respondents. By means of a comprehensive simulation study, we show in this paper that our newly developed estimation accuracy fit index (EAFI) evaluates this kind of estimation accuracy significantly better than existing indices and thereby comes closest to the actual relations between the model’s variables. Furthermore, we derive context-specific EAFI orientation points. Our findings provide guidance for researchers in management, psychology, marketing, education, and the medical sector to evaluate the model fit.

Suggested Citation

  • Andreas Falke & Nadine Schröder & Herbert Endres, 2020. "A first fit index on estimation accuracy in structural equation models," Journal of Business Economics, Springer, vol. 90(2), pages 277-302, March.
  • Handle: RePEc:spr:jbecon:v:90:y:2020:i:2:d:10.1007_s11573-019-00952-3
    DOI: 10.1007/s11573-019-00952-3
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    References listed on IDEAS

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    1. Sharma, Subhash & Mukherjee, Soumen & Kumar, Ajith & Dillon, William R., 2005. "A simulation study to investigate the use of cutoff values for assessing model fit in covariance structure models," Journal of Business Research, Elsevier, vol. 58(7), pages 935-943, July.
    2. Ingmar Geiger & Manuel Kluckert & Michael Kleinaltenkamp, 2017. "Customer acceptance of tradable service contracts," Journal of Business Economics, Springer, vol. 87(2), pages 155-183, February.
    3. Evermann, Joerg & Tate, Mary, 2016. "Assessing the predictive performance of structural equation model estimators," Journal of Business Research, Elsevier, vol. 69(10), pages 4565-4582.
    4. Florian Kreer & René Mauer & Steffen Strese & Malte Brettel, 2018. "On private equity exits of family firms in the German Mittelstand," Journal of Business Economics, Springer, vol. 88(3), pages 503-529, May.
    5. Reinartz, Werner & Haenlein, Michael & Henseler, Jörg, 2009. "An empirical comparison of the efficacy of covariance-based and variance-based SEM," International Journal of Research in Marketing, Elsevier, vol. 26(4), pages 332-344.
    6. Andreas Falke & Harald Hruschka, 2017. "A Monte Carlo study of design-generating algorithms for the latent class mixed logit model," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 39(4), pages 1035-1053, October.
    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. Ledyard Tucker & Charles Lewis, 1973. "A reliability coefficient for maximum likelihood factor analysis," Psychometrika, Springer;The Psychometric Society, vol. 38(1), pages 1-10, March.
    9. Thomas Niemand & Robert Mai, 2018. "Flexible cutoff values for fit indices in the evaluation of structural equation models," Journal of the Academy of Marketing Science, Springer, vol. 46(6), pages 1148-1172, November.
    10. John Hulland & Hans Baumgartner & Keith Marion Smith, 2018. "Marketing survey research best practices: evidence and recommendations from a review of JAMS articles," Journal of the Academy of Marketing Science, Springer, vol. 46(1), pages 92-108, January.
    11. Rosseel, Yves, 2012. "lavaan: An R Package for Structural Equation Modeling," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 48(i02).
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    Cited by:

    1. Andreas Falke & Nadine Schröder & Claudia Hofmann, 2022. "The influence of values in sustainable consumption among millennials," Journal of Business Economics, Springer, vol. 92(6), pages 899-928, August.
    2. Herbert Endres & Stefan Huesig & Robin Pesch, 2022. "Digital innovation management for entrepreneurial ecosystems: services and functionalities as drivers of innovation management software adoption," Review of Managerial Science, Springer, vol. 16(1), pages 135-156, January.

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