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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.
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.
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.
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.
Bayer assistant coach Meijer becomes head coach at Sparta Rotterdam
Rogier Meijer leaves Bayer Leverkusen after one year to become Sparta Rotterdam head coach, signing until 2028 after an eventful spell in Germany.
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.