Skip to content
Rahif Mansoor

Sideline Lab

An interactive football-play designer that simulates each play a thousand times.

Role
Solo project
When
2026
Status
Independent project

Key features

  • Editable routes and 1,000-repetition simulations
  • Outcome distributions with controls for coverage, down and distance, weather and execution errors

Architecture

Gradient-boosted models trained on historical NFL plays drive outcome and yardage sampling, with chronological splits, leakage prevention, log-loss and Brier evaluation, and probability calibration.