Tournament-Based Performance Evaluation and Systematic Misallocation: Why Forced Ranking Produces Random Outcomes and What to Do Instead

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Authors: Jeremy McEntire
Cited by: 0

Abstract

Comprehensive treatment of forced ranking failure. Version 2.0: Merged with former Paper 19 (BTL Mirror Supplement). Extended sensitivity analysis: 54,000 Monte Carlo trials across 4 distributions × 5 team sizes × 6 noise levels × 3 tier counts × 5 BTL comparison levels. Overall FR error 0.494. Cost-of-error: $10M bonus pool creates $11.76M in organizational cost. BTL alternative yields 22% cost reduction. HR analytics literature integrated.

Fields of Study & Subjects

Sports Analytics and Performance AI and HR Technologies Human Resource and Talent Management

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
1 March 2026
Language
EN
Document type
Preprint