
Winning XI
World Cup Outcome Predictor
Probabilistic match and tournament predictor using historical international match data, calibrated team strength ratings, and Monte Carlo simulation. Processes 20+ years of match data to generate win probabilities and tournament forecasts.
10,000+ simulations per tournament • 2nd place (2 years)
💡 Built a system that consistently outperforms bookmakers—predictive accuracy translates to real value.


