Data Wins Races
Predict the finish order from the start list
Select division + gender + age group, build a start list, and get predicted times with ranking.
Built for race-day scenarios — not generic leaderboards.
Inputs
History + recency + race context
Uses comparable races in the same division and category to weight predictions.
Output
Order + predicted time
Built specifically to answer: “How do I stack up against this field?”
Transparency
Clear model notes
No black box. If a prediction is weak, we show why.