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From Monitoring to Prediction: Velocity-Based Strength Training in Female Floorball Athletes
Basil B Achermann1,2, Naire Regazzi1,3, Rahel Heynen4
1Institute for Data Analysis and Process Design, ZHAW, 8400 Winterthur, Switzerland.
Sports (Basel, Switzerland)
|June 25, 2025
Summary
Linear regression models effectively predicted performance improvements from velocity-based training (VBT) in female floorball players. This VBT intervention enhanced strength and power, offering insights for athlete training programs.
Area of Science:
- Sports Science
- Biomechanics
- Strength and Conditioning
Background:
- Velocity-based training (VBT) is increasingly used in athletic development.
- Optimizing training for female athletes in team sports requires specific strategies.
- Predictive modeling can enhance the efficacy of training interventions.
Purpose of the Study:
- To examine the predictive capability of linear regression models for VBT outcomes in female floorball players.
- To assess the impact of a six-week VBT intervention on key performance metrics.
- To identify potential improvements in neuromuscular adaptation and sport-specific performance.
Main Methods:
- A six-week VBT intervention involving back squats and trap bar deadlifts was implemented.
- Seventeen female floorball players completed 12 training sessions divided into strength and power blocks.
- Linear regression models were used to predict performance changes, with key metrics including neuromuscular adaptation, sprint speed, jump performance, and load-velocity profiles.
Main Results:
- Predictive models explained 54% to 79% (R2 = 0.54-0.79) of performance improvement in strength tests.
- Significant gains were observed in estimated one-repetition maximum (1RMest) and average mean concentric velocity.
- Improvements in sprint speed, jump performance, and stop-and-go (SAG) performance were noted.
Conclusions:
- Linear regression models demonstrate significant predictive potential for VBT interventions in female athletes.
- VBT effectively enhances neuromuscular adaptation, strength, and power in floorball players.
- Integrating task-specific exercises alongside VBT is crucial for optimizing sport-specific performance in female athletes.

