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A Unified Ranking Model for Evaluating Snatch and Clean and Jerk Performances Across Body Mass and Sex
Marianne Huebner1,2, Rayleigh Lei3
1Department of Statistics and Probability, Michigan State University, East Lansing, MI 48824, USA.
Sports (Basel, Switzerland)
|July 27, 2026
Summary
This study developed a unified ranking system for Olympic weightlifting, enabling fair comparisons across different body masses and sexes. The new model standardizes individual lift performances, improving athlete assessment and mixed-team rankings.
Area of Science:
- Sports Science
- Biomechanics
- Performance Analysis
Background:
- Olympic weightlifting performance varies significantly by sex and body mass.
- Current ranking systems do not allow direct comparison across these factors.
- A need exists for a unified system to evaluate individual lift performances.
Purpose of the Study:
- To model performance in the snatch and clean and jerk lifts.
- To develop a unified ranking system for weightlifting across body mass and sex.
- To enable direct comparison of individual lift performances.
Main Methods:
- Analysis of 3412 performances from IWF Senior World Championships and Olympics (2019-2025).
- Utilized generalized additive models to account for performance distribution variations.
- Estimated standardized scores to create a common performance metric.
Main Results:
- Identified median sex gaps of 30.7% for snatch and 29.3% for clean and jerk.
- Observed smaller sex differences in performance at lower body masses.
- Determined peak performance age at 25.4 years for both lifts.
Conclusions:
- A unified metric allows meaningful evaluation of athletes, including those with unsuccessful attempts.
- The developed system supports performance assessment, athlete monitoring, and mixed-team rankings.
- This approach is valuable for emerging competition formats emphasizing lift-specific and mixed-sex contributions.
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