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Some additional remarks on statistical properties of Cohen's d in the presence of covariates.

Authors :
Groß, Jürgen
Möller, Annette
Source :
Statistical Papers; Aug2024, Vol. 65 Issue 6, p3971-3979, 9p
Publication Year :
2024

Abstract

The size of the effect of the difference in two groups with respect to a variable of interest may be estimated by the classical Cohen's d. A recently proposed generalized estimator allows conditioning on further independent variables within the framework of a linear regression model. In this note, it is demonstrated how unbiased estimation of the effect size parameter together with a corresponding standard error may be obtained based on the non-central t distribution. The portrayed estimator may be considered as a natural generalization of the unbiased Hedges' g. In addition, confidence interval estimation for the unknown parameter is demonstrated by applying the so-called inversion confidence interval principle. The regarded properties collapse to already known ones in case of absence of any additional independent variables. The stated remarks are illustrated with a publicly available data set. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09325026
Volume :
65
Issue :
6
Database :
Complementary Index
Journal :
Statistical Papers
Publication Type :
Academic Journal
Accession number :
178208746
Full Text :
https://doi.org/10.1007/s00362-023-01527-9