World Cup 2026 Predictor

Problem

Naive win-probability takes ignore team form trends and don't quantify uncertainty across a full tournament bracket.

Solution

Built a prediction pipeline using Poisson regression and histogram gradient boosting on time-decayed form features, then simulates the full 2026 bracket 50,000 times via seeded Monte Carlo to produce calibrated advancement probabilities.