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Unbiased estimation of central moments in unbalanced two- and three-level models

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Abstract

This paper derives closed-form unbiased estimators of central moments in multilevel random-effects models with unbalanced group sizes. In a two-level model, we provide unbiased estimators for the second, third, and fourth central moments under both group-level and observation-level averaging. In a three-level model, we provide unbiased estimators for the second and third central moments.

Original languageEnglish
Article number113013
JournalEconomics Letters
Volume265
DOIs
StatePublished - Jun 2026

Bibliographical note

Publisher Copyright:
© 2026 Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies.

Keywords

  • C13
  • C23
  • Central moments
  • Group-level averaging
  • Multilevel (hierarchical) models
  • Observation-level averaging
  • Unbalanced panels

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