Using a random-effects model to test differing conceptualizations of multidimensional constructs

Michael C. Sturman*, Shawn M. Carraher

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

20 Scopus citations

Abstract

Previous work investigating the dimensionality of psychological constructs has assumed a fixed-effects model, in which one true correlation describes the relationship between two given dimensions. We challenge this assumption by showing how a random-effects model may aid in representing individual perceptions of multidimensional constructs. Using the Pay Satisfaction Questionnaire (PSQ), we demonstrate that the relationships that individuals hold between the (purported) dimensions of the PSQ are predictable by cognitive complexity, pay level satisfaction, pay level, and interactions; we also show how between-dimension variation assists in establishing criterion-related validity.

Original languageEnglish
Pages (from-to)108-135
Number of pages28
JournalOrganizational Research Methods
Volume10
Issue number1
DOIs
StatePublished - Jan 2007
Externally publishedYes

Keywords

  • Construct validation procedures
  • Criterion and predictive validity strategies
  • Factor analysis
  • Random effects

ASJC Scopus subject areas

  • General Decision Sciences
  • Strategy and Management
  • Management of Technology and Innovation

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