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Ten Basic Questions About Structural Equations Modeling You Should Know the Answers To - But Perhaps You Don't

  • Vasileios Davvetas
  • , Adamantios Diamantopoulos
  • , Ghasem Zaefarian (Corresponding author)
  • , Christina Sichtmann

Publications: Contribution to journal › Article › Peer Reviewed

Abstract

Structural Equations Modeling (SEM) has enjoyed increased popularity as an analytical method among Industrial Marketing Management (IMM) authors over the last years. Despite such popularity, many authors fail to understand the basic principles of the method and reviewers are frequently confronted with manuscripts suffering from erroneous applications, insufficient reporting and questionable interpretation of SEM-based findings. Addressing this issue, the present article presents – in non-technical language – the most basic concepts related to SEM, resolves common misconceptions about the method's application and provides hands-on advice to IMM authors and reviewers dealing with SEM-based manuscripts. Structured along ten fundamental questions, the article covers issues related to (1) latent variables and their scaling, (2) types of parameters in SEM, (3) unstandardized and standardized estimates, (4) model identification, (5) model constraints, (6) model fit, (7) independence and saturated models, (8) modification indices, (9) nested models, and (10) equivalent models. After illustrating these concepts with the use of examples, the article concludes with a list of guidelines addressed both to IMM authors crafting manuscripts using SEM and the peers reviewing them.
Original languageEnglish
Pages (from-to)252-263
Number of pages12
JournalIndustrial Marketing Management
Volume90
Early online date5 Aug 2020
DOIs
Publication statusPublished - Oct 2020

Austrian Fields of Science 2012

  • 502052 Business administration
  • 502019 Marketing

Keywords

  • Structural equations modeling
  • Confirmatory factor analysis
  • Survey research

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