Expected goals lambda = AttackA x DefenseB x 1.4 baseline. Poisson distribution gives the full score probability matrix.
Attack = goals scored per game divided by confederation average. Defense = goals conceded per game divided by confederation average.
48 teams, 12 groups of 4. Top 2 + 8 best 3rd-placed teams = 32 qualify. Round of 32, R16, QF, SF, Final.
Statistical estimates only. Does not account for injuries, suspensions, or rotation. For entertainment purposes only.