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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.
Liverpool confirm Alexander Isak suffers broken leg and undergoes surgery
Ankle surgery for Alexander Isak will keep the Liverpool striker out for an undefined period after he suffered a fibula fracture in the win at Tottenham.
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.
Expected goals explained and how AI uses xG to predict results
Understand expected goals (xG) from first principles and see how AI uses xG, shot quality, and team context to predict football results with stronger accuracy and calibration.
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.
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.