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How to use Elo ratings for football predictions
A practical guide to using Elo ratings in football predictions, from team strength and home advantage to draw probability, league adjustments, and model improvement.
PSG Make Zion Suzuki Priority Goalkeeping Target
Goalkeeper Zion Suzuki, one of the standout performers in Japan’s run to the last 16 of the 2026 World Cup, is PSG’s priority target for the position. The French club intend to accelerate negotiations over the coming days to finalise a deal for the goalkeeper, Fabrizio Romano reported on Monday.
How odds move and what AI can learn from bookmakers
Learn why football odds move, what drives bookmaker price changes from opening to closing lines, and how AI models can use odds and line movement without leakage.
Machine learning vs human intuition in match forecasting
Compare machine learning and human intuition in match forecasting, examining strengths, blind spots, and why a hybrid approach often delivers the most dependable predictions.
The impact of VAR on penalties and match outcomes
Learn how VAR affects penalties, match outcomes, football predictions, and betting models by changing decision accuracy, game state, scoring probability, and late-match volatility.
Over and under goals: how AI predicts goal totals
Learn how AI predicts over and under goals by estimating expected goals, tempo, team styles, and variance, then converting them into calibrated probabilities for total goals markets.