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Moderated regression analysis and Likert scales: Too coarse for comfort

Russell, Craig J., Bobko, Philip

Journal of Applied Psychology · 1992 · Volume 77 · Issue 3

DOI: 10.1037/0021-9010.77.3.336

Abstract

One of the most commonly accepted models of relationships among 3 variables in applied industrial and organizational psychology is the simple moderator effect. However, many authors have expressed concern over the general lack of empirical support for interaction effects reported in the literature. It is demonstrated in the current sample that use of a continuous, dependent-response scale instead of a discrete, Likert-type scale, causes moderated regression analysis effect sizes to increase an average of 93%. Use of relatively coarse Likert scales to measure fine dependent responses causes information loss that, although varying widely across subjects, greatly reduces the probability of detecting true interaction effects. Specific recommendations for alternate research strategies are made. (PsycInfo Database Record (c) 2025 APA, all rights reserved)

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