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The Relationship Between External Load and Player Performance in Elite Female 3 × 3 Basketball Games: A Markerless
Mingjia Qiu1,2, Rui Dong3, Junye Tao4
1School of Athletic Performance, Shanghai University of Sport, Shanghai 200438, China.
Sensors (Basel, Switzerland)
|October 29, 2025
Summary
External game load in elite 3x3 basketball, measured by accelerations and distance, shows minimal correlation with game performance. Load primarily indicates player involvement, not skill.
Area of Science:
- Sports Science
- Biomechanics
- Performance Analysis
Background:
- Elite 3x3 basketball presents unique physical demands.
- Quantifying external game load is crucial for understanding player exertion.
- Previous research has not fully explored the link between load and performance in 3x3 basketball.
Purpose of the Study:
- To quantify the external game load of elite 3x3 basketball players using a markerless motion capture system.
- To evaluate the association between external game load metrics and game performance indicators.
- To compare external load between high- and low-performing players.
Main Methods:
- Analysis of 24 female 3x3 basketball games from the 2024 Paris Olympic Games.
- Utilized a markerless motion capture system for external load data collection (6 categories).
- Collected 22 technical statistics for performance evaluation; analyzed using repeated-measures correlation and mixed-effects models.
Main Results:
- Correlations between external load and performance indicators were trivial to small (r = 0.16-0.24).
- Accelerations (ACC) showed the most associations with performance metrics (points, rebounds).
- No significant differences in external load were found between better- and worse-performing player groups.
Conclusions:
- External game load in elite 3x3 basketball reflects player involvement and effort, not a direct determinant of performance.
- Coaches and practitioners should consider a holistic approach to performance evaluation.
- External load data is more applicable for training regulation and fatigue monitoring in 3x3 basketball.

