Improving Coaching Decisions With AI Data

In 2022, the NFL paid nearly $800 MILLION to injured players. But in 2024, they used AI to crunch 6.4 million data points—per game. And it’s slashing injuries by 29%. Here’s how it’s saving careers (and championships): As a former NFL agent and Wall Street vet, I've seen data transform sports. The physical toll is brutal, but the NFL's latest innovation changes everything. They're using AI to predict injuries before they happen. But here's what makes this revolutionary: The system processes 8TB of video weekly through computer vision. ML models analyze every tackle, cut, and sprint in real-time. AI runs 4.3M simulations per game to spot injury risks. It's trained on 10,000+ simulated seasons. The tech behind it? Mind-blowing: Players wear Zebra Tech sensors tracking: • Location in real-time • Speed variations • Impact forces • Distance covered • Acceleration patterns But the magic happens in the cloud: AWS processes data within 12 seconds. The system builds a "Digital Athlete" - your virtual twin. It uses 3D pose estimation for biomechanical analysis. This predicts injuries with unprecedented accuracy. Here's where it gets fascinating: Mouthguards capture data at 20,000 Hz, measuring: • Force of collision • Direction of impact • Velocity at contact When risks exceed thresholds, something remarkable happens: Teams get instant tablet alerts. These aren't generic warnings. Each alert considers: • Player's injury history • Position benchmarks • Current game demands The impact? Staggering: The Chiefs now average 3.2 proactive subs per game based on AI. These aren't random switches. They're data-driven decisions revolutionizing player management. And here's the biggest breakthrough: The system flags players hitting: • 85% of position-specific speeds • 90th percentile contact forces • 15+ high-intensity impacts But there's an irony in all this: While the NFL develops this amazing tech, they keep pushing for an 18-game season. They're using AI to protect players while adding more wear and tear. It's like installing airbags while removing seatbelts. From my NFL experience, I know what's at stake. This isn't just about preventing injuries. It's about extending careers and protecting legacies. Keeping our favorite players on the field longer. Football's future isn't just player safety. AI drives smarter decisions in: • Player management • Performance data • Injury prevention This tech changes how we analyze the game.

On Saturday, the Oakland Ballers became the first pro sports team to let AI manage in-game decision-making. AI set the lineup, decided when to pull pitchers, when to use pinch hitters, and how to position the defense. The experiment offers useful lessons for all organizations: 𝗨𝘀𝗲 𝗔𝗜 𝘁𝗼 𝘁𝗮𝗰𝗸𝗹𝗲 𝗼𝘃𝗲𝗿𝗹𝗼𝗮𝗱: The Ballers turned to AI, in part, because the data had outgrown human capacity. Every pitch, matchup, and defensive shift produces more signals than a manager can possibly process in real time. AI’s biggest value isn’t surfacing more information. It’s in parsing complexity so leaders can act with speed and confidence. And the advantage compounds: it’s rarely one big decision that wins the game (or transforms a business), but hundreds of small ones made swiftly and correctly. 𝗕𝗲 𝗱𝗲𝗹𝗶𝗯𝗲𝗿𝗮𝘁𝗲 𝗮𝗯𝗼𝘂𝘁 𝘁𝗵𝗲 𝗱𝗶𝘃𝗶𝘀𝗶𝗼𝗻 𝗼𝗳 𝗹𝗮𝗯𝗼𝗿: The Ballers set clear roles for humans and AI. AI handled the data-heavy calls (lineups, pitching changes, defensive shifts), while humans kept the split-second judgments, like third-base coaching or waving runners home. Manager Aaron Miles also had override authority. 𝗢𝗿𝗴𝗮𝗻𝗶𝘇𝗮𝘁𝗶𝗼𝗻𝘀 𝗻𝗲𝗲𝗱 𝘁𝗵𝗲 𝘀𝗮𝗺𝗲 𝗶𝗻𝘁𝗲𝗻𝘁𝗶𝗼𝗻𝗮𝗹𝗶𝘁𝘆: decide where AI should automate, where it should augment, and what should remain exclusively human. And always design the system so a human can step in to override. 𝗖𝗼𝗻𝘀𝗶𝗱𝗲𝗿 𝗻𝗲𝘄 𝗺𝗲𝗮𝘀𝘂𝗿𝗲𝘀 𝗼𝗳 𝘀𝘂𝗰𝗰𝗲𝘀𝘀: When the Ballers brought AI into the game, they weren’t just watching the scoreboard. They wanted to understand how AI’s decisions compared to a human manager’s, and what could be learned from the differences. Measuring AI performance isn’t just about whether the outcome was successful; it’s about the counterfactual: did the machine’s call actually beat the decision a human would have made? Congratulations to the Ballers for pioneering this experiment—and for winning the game to boot.

The National Football League (NFL)'s commitment to player safety and performance has reached new heights with the groundbreaking Digital Athlete program, an innovative AI-powered initiative that’s redefining how teams train and protect players. Working alongside Amazon Web Services (AWS) and sports science experts, the NFL has built a virtual platform that creates a digital avatar for each player, enabling coaches and health professionals to monitor, predict, and optimize player health and performance. With real-time data at their fingertips, teams can anticipate injury risks and fine-tune player workloads, keeping athletes in peak condition and extending their careers. Ben Peterson, VP of Health and Performance for the San Francisco 49ers, has leveraged AI to revolutionize team management strategies, running millions of simulations to assess potential impacts on players. AI-driven adjustments have allowed coaches to prevent injuries, as shown when the system flagged a quarterback's mechanics as potentially problematic, leading to minor tweaks that improved both accuracy and safety. By freeing up valuable time for coaches and trainers to engage directly with players, AI has strengthened communication and boosted on-field performance for the 49ers. Jeff Miller VP of Player Health and Safety, notes that the proactive use of AI is making the game smarter and safer. The Digital Athlete program’s predictive analytics detect early warning signs, enabling prompt interventions that could avert serious injuries. The initiative is setting a new industry standard in sports safety, offering a blueprint for how AI can be adopted by other sports to improve player well-being and performance. The NFL's Digital Athlete program is a true testament to how technology can drive positive change. Dive into this journey of innovation by reading the full article — click the link to explore how AI is shaping the future of sports! https://lnkd.in/ex7qBUng