Soccer Betting
Layer 4 — Intelligence
Poisson Distribution and Sports Modeling: Projecting Scores from First Principles
How to use the Poisson distribution to model goal-scoring in soccer, hockey, and baseball, build match probability matrices, and find +EV bets against sportsbook lines.
Read → Layer 4 — IntelligenceSoccer/Football Expected Goals (xG): Mathematical Framework for Betting
How to build and exploit expected goals (xG) models for soccer betting — from logistic regression shot models to Poisson match outcome predictions, with Python implementation for autonomous agents.
Read → Layer 4 — IntelligenceWorld Cup 2026 Betting Math: Tournament Structure, Group Stage, and Knockout Models
Mathematical modeling for the expanded 48-team World Cup 2026 — Poisson group stage simulation, Elo-based match probabilities, knockout bracket propagation via Monte Carlo, and futures pricing for autonomous betting agents.
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