~/talk

Paul Barratt | AI Track | Compass AI & Data Summit 2025

Talkat Compass AI & Data Summit 2025 · 2025-11-12..11-13· [data-engineering]
slides:none on file

Claims that broke or shifted performance: a sub-2 hour marathon combines 5% running economy shoes, GPS-controlled pace cars with laser guidance, CFD-optimized drafting formation, a resurfaced banked course and a weather window to hit exact conditions. Moneyball-style models focus on on-base percentage to hit targets like 95 wins. Formula 1 strategy uses Monte Carlo plus game theory. A genetic algorithm reorders team-pursuit rotations and saves seconds but fails if insight isn’t embedded — beware cargo-cult or naive analysis.

AI-written summary · about

  1. 0:00Paul Barratt introduction
  2. 1:15159 marathon challenge
  3. 4:24Olympic to pro transitions
  4. 6:09Role of data analysts
  5. 8:16Sports analytics teams
  6. 10:00Traits for analytics setups
  7. 11:05Moneyball and baseball stats
  8. 13:33F1 race strategy analytics
  9. 17:02Cargo cult analysis pitfalls
  10. 19:54Resistance to new insights
  11. 24:08Team pursuit failure lessons
  12. 26:13Decision-making under uncertainty
  13. 27:40Wind tunnel vs real-world data
  14. 30:27Dangers of naive analysis
  15. 32:57Why analysts think like foxes
  16. 35:04Fast vs slow decisions in sport
  17. 39:13Communicating insights to athletes
  18. 40:59AI in elite sport now
  19. 44:11Ethics of athlete monitoring
  20. 46:40Q&A
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