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Closed-form formulas for the biases of the Theil and Atkinson index estimators in Gamma distributed populations

Published: April 18, 2025 | arXiv ID: 2504.13806v1

By: Roberto Vila, Helton Saulo

Potential Business Impact:

Fixes math tools that measure fairness.

Business Areas:
A/B Testing Data and Analytics

This paper presents an analysis of the Theil and Atkinson index estimators for gamma populations, highlighting the presence of bias in both cases. Theoretical expressions for the biases are obtained, and bias-corrected estimators are constructed and evaluated through simulation studies.

Page Count
13 pages

Category
Statistics:
Methodology