Player Injury Risk Monitor
AI-Powered Load Management
Prevent injuries. Protect performance.
Our Player Injury Risk Monitor leverages cutting-edge AI to predict physical load accumulation and injury risk in elite football players. Developed in collaboration with professional teams, this solution allows clubs to make data-driven decisions and design individualized training and recovery programs — before injuries happen.
Enhanced Player Safety
Proactive risk management ensures player well-being. This leads to longer, more successful careers and improved team stability.
Optimised Performance
Tailored training regimens maximise each player's potential. Teams can push limits safely, gaining a competitive edge.
Financial Benefits
Reduced injury-related costs and increased player availability. This translates to better on-field results and potential financial gains.
Competitive Advantage
Data-driven decision making elevates team strategy. Clubs using our system consistently outperform their rivals over time.
Powered by Singularity: How Does It Work?
We use past physical performance data — from training, matches, wellness reports and injury history — to build temporal windows of observation. Each player's data is analyzed across a 10-week period. Our LSTM model learns patterns that precede fatigue thresholds and injuries. It then predicts risk levels for the coming week, enabling coaches to adjust plans before performance declines or injuries occur.
Data Collection
Past 10 Weeks of Player Data
- Training Sessions
- Matches
- Wellness Reports
- Injury History
Pattern Recognition
LSTM Pattern Analysis
Identifies pattern leading to fatigue or injury using a 10-week window
Risk Output
Injury Risk Levels
Coaches adjust workload based on real-time prediction
1 in 3 injuries were accurately predicted and prevented
2 in 3 alerts were meaningful
The solution performed with 33% precision and 36% recall
Injury risk alerts were issued 1 to 2 weeks in advance
Financial Burden
Player injuries represent a major financial liability for sport clubs, both in terms of direct salary losses and the impact on transfer market value.
Injuries in top European football leagues cost clubs €732 million in the 2023—2024 season.
Across the last four seasons, 96 clubs reported 14,000 injuries, totaling €2.3 billion in expenditures.
Performance Disruption
Injuries can derail a team's momentum, forcing coaching staff to reshuffle lineups, alter tactical plans, and rely on less experienced players.
In the 2023—2024 Premier League season, 915 injuries were recorded.
The frequency of injuries was extremely high: 1 injury every 94 minutes of play
Subjective Assessment Limitations
Injury prevention often relies on intuition and observational assessments. Data shows that these methods fall short, especially for younger players.
Under-21 players in the Premier League were sidelined for an average of 44 days per injury.
In Serie A, young players missed an average of 35.16 days per injury.
Risk Dashboard
Provides an at-a-glance view of team and individual player risk levels. Color-coded for quick interpretation and actionable insights on compatible platforms.
Performance Tracker
Offers detailed player metrics with historical trends to help identify potential load accumulation issues before they escalate.
Interactive Features & Monitoring
Includes overlays for key metrics such as match minutes and sprint distance, enabling users to track prediction accuracy for player injuries effectively.
Data Integration
We collect comprehensive data from training sessions, matches, and player metrics such as distance covered, top speed and sleep quality. Historical injury records are also integrated, forming the foundation of our predictive model.
Machine Learning Analysis
Our AI algorithms process this data, identifying patterns and risk factors. It learns and improves with each data point.
Personalised Risk Assessment
The system generates individualized load accumulation predictions and injury risk profiles, enabling tailored training and recovery programs to optimize player performance.
User-Friendly Interface
Coaches and medical staff access insights through an intuitive dashboard. Real-time updates allow for adjustments to training specifics, ensuring proactive and balanced management without unnecessary interventions.
Get started with Player Injury Risk Monitor
Ready to transform injury prevention in your team? Our experts will guide you through how to integrate our solution with your current performance systems — fast, smoothly, and effectively.