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Quantifying Individual Personality Change More Accurately by Regression-Based Change Scores

Authors :
Steffen Zitzmann
Lisa Bardach
Kai T. Horstmann
Matthias Ziegler
Martin Hecht
Source :
Structural Equation Modeling: A Multidisciplinary Journal. 2024 31(5):909-922.
Publication Year :
2024

Abstract

We investigated three different approaches for quantifying individual change and reporting it back to persons: (a) the common change score, which is obtained by first computing scale scores from two consecutive measurements and then subtract these scores from one another, (b) the ad-hoc approach, which is similar to the former approach but uses regression scores instead of scale scores, and (c) Kelley's approach, which computes the change score directly from a regression. Specifically, we compared these approaches with one another with regard to the mean squared error (MSE), a measure of the accuracy of an estimator. Our findings indicated that the ad-hoc approach and Kelley's approach provide change scores that can be more accurate in terms of the MSE than the common change score and that Kelley's approach can be more accurate than the ad-hoc approach under certain conditions. Moreover, we present an example and provide a step by step guide to implement the approaches.

Details

Language :
English
ISSN :
1070-5511 and 1532-8007
Volume :
31
Issue :
5
Database :
ERIC
Journal :
Structural Equation Modeling: A Multidisciplinary Journal
Publication Type :
Academic Journal
Accession number :
EJ1439729
Document Type :
Journal Articles<br />Reports - Research
Full Text :
https://doi.org/10.1080/10705511.2023.2274800