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Developing a Nation-Wide Padel Rating System: A Data-Driven Approach

Talkat PyData Eindhoven 2025 · on Tuesday, 2025-12-09· at 10:00· Ernst-Curie· [machine-learning, data-visualization]

A new padel rating replaces tennis tooling with a data-first system trained on 300,000 matches, compares Elo variants and a game‑index model, and uses simulations to tune convergence and stability. It adds a gender correction factor for asymmetrical pairings, removes the artificial ceiling by raising the upper boundary to 11, doubles maximum step size and other K‑like adjustments, and reports the isolated change makes predictions about 9.6% more accurate than the old system.

AI-written summary · about

  1. 0:00Introduction
  2. 3:01What is Padel
  3. 6:55Old rating problems
  4. 8:42Asymmetrical matches
  5. 12:55Boundary issues
  6. 14:22Rating adjustment speed
  7. 17:30New model design
  8. 20:45New system performance
  9. 22:31Final results
  10. 23:13Audience questions and answers
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