Natalie Kupperman discusses using AI and wearables in sports for injury prevention and performance optimization. She emphasizes the importance of data integration, human intervention in data cleaning, and the collaboration between AI and human expertise in athlete health assessment.
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Quick takeaways
Regular use of smartwatches aids in injury prevention and structured training plans for athletes.
Data science and technology enhance athletic performance by providing valuable insights and reducing injury risks.
Deep dives
Using Smartwatches for Training and Health Monitoring
Regular use of a smartwatch during running has become essential for tracking distance, pace, and heart rate, aiding in structured training plans and injury prevention. The data trends help in training effectively and maintaining overall health.
Role of Data Science in Optimizing Athletic Performance
Data science and technology, including wearables and biometric tools, play a crucial role in enhancing performance and reducing injury risks in athletes. The use of AI algorithms and sensors provides valuable insights to optimize athletic training and prevent injuries.
Application of AI in Sports Analytics
AI, especially in video tracking and machine learning, revolutionizes sports analytics by providing detailed insights into player movements, performance analysis, and game strategies. Tools like Hawkeye in tennis and advanced tracking in baseball enhance game analysis and coaching strategies.
Challenges and Future Horizons of AI in Sports Health Monitoring
While AI advancements offer potential in predicting and preventing injuries, challenges such as data infrastructure, injury causality, and player consent remain. The concept of digital twins and AI simulations show promise in personalized athlete monitoring and improving long-term performance and health.
For our fifth episode of Working Smarter we’re talking to sports scientist Natalie Kupperman. She’s an assistant professor of data science at the University of Virginia where she studies the use of biometrics, wearables, and AI-powered tools for athlete monitoring in sport.
Whether it’s a machine learning algorithm trained on video footage from practice, a force plate sensor in the weight room floor—or some combination of the two—Kupperman is interested in how new technology can help reduce the risk of injury and optimize athletic performance for professional athletes and amateurs alike.
Hear Kupperman discuss a day in the life of a sports scientist, the importance of getting all of your data into one place, and why there will always be some injuries we can’t prevent.
Show notes:
To learn more about Natalie and her work, you can visit her website or her University of Virginia faculty page
This show would not be possible without the talented team at Cosmic Standard, namely: our producers Samiah Adams and Aja Simpson, technical director Jacob Winik, and executive producer Eliza Smith. Special thanks to Benjy Baptiste for production assistance, our marketing and PR consultant Meggan Ellingboe, and our illustrators, Fanny Luor and Justin Tran. Our theme song was created by Doug Stuart. Working Smarter is hosted by Matthew Braga.
Thanks for listening!
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