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Updated: Feb 11, 2026

Perspectives on Neuroscience
Published on: July 31, 2007
Review of Issues About Classical Change Scores: A Multilevel Modeling Perspective on Some Enduring Beliefs
Zhengguo Gu1, Wilco H M Emons2, Klaas Sijtsma2
1Department of Methodology and Statistics, TSB, Tilburg University, PO Box 90153, 5000 LE, Tilburg, The Netherlands. z.gu@tilburguniversity.edu.
Abstract:
Change scores obtained in pretest-posttest designs are important for evaluating treatment effectiveness and for assessing change of individual test scores in psychological research. However, over the years the use of change scores has raised much controversy. In this article, from a multilevel perspective, we provide a structured treatise on several persistent negative beliefs about change scores and show that these beliefs originated from the confounding of the effects of within-person change on change-score reliability and between-person change differences. We argue that psychometric properties of change scores, such as reliability and measurement precision, should be treated at suitable levels within a multilevel framework. We show that, if examined at the suitable levels with such a framework, the negative beliefs about change scores can be renounced convincingly. Finally, we summarize the conclusions about change scores to dispel the myths and to promote the potential and practical usefulness of change scores.
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