articleJournal of Applied PsychologyJan 1, 2006Closed access

Probing three-way interactions in moderated multiple regression: Development and application of a slope difference test.

Aston University

PubMed
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Abstract

Researchers often use 3-way interactions in moderated multiple regression analysis to test the joint effect of 3 independent variables on a dependent variable. However, further probing of significant interaction terms varies considerably and is sometimes error prone. The authors developed a significance test for slope differences in 3-way interactions and illustrate its importance for testing psychological hypotheses. Monte Carlo simulations revealed that sample size, magnitude of the slope difference, and data reliability affected test power. Application of the test to published data yielded detection of some slope differences that were undetected by alternative probing techniques and led to changes of…

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1,851
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Authors

2

Topics & keywords

Keywords
  • Psychology
  • Statistics
  • Test (biology)
  • Monte Carlo method
  • Reliability (semiconductor)
  • Regression analysis
  • Sample size determination
  • Statistical hypothesis testing
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