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The eta-squared (η 2 ) from a one-way random effects ANOVA is an index commonly used to estimate group-level properties of data in multilevel research. Under some circumstances, however, η 2 values provide biased estimates of the group-level properties. Biased estimates occur because the magnitude of the 1.12 in a one-way rando m effects ANOVA is partially a function of group size. In this paper, the relationship between group size and η is described, and a simulation verifying the relationship between group size and 112 is conducted. The simulation demonstrates the conditions under which η does and does not provide a biased estimate of group-level properties. The paper concludes by (a) discussing corrections for η 2 , and (b) providing guidelines for calculating estimates of group-level properties in samples having unequal group sizes.
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Paul D. Bliese
Ronald R. Halverson
Journal of Management
Walter Reed Army Institute of Research
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Bliese et al. (Wed,) studied this question.
www.synapsesocial.com/papers/6a126ad3f7bd4f5c7da64895 — DOI: https://doi.org/10.1177/014920639802400202