Leagues

Each league page carries a season summary, a table computed from matches played, and the model's track record in that league.

What these figures rest on

Leagues measured
16
Matches measured
19,425
Predictions made
326,116

The model's settings were chosen on a single league. The other 15 took no part in that choice — yet the model still beats a blind guess in 16 of 16 leagues.

That distinction matters: if a method only works in the league it was tuned on, it has fitted that league. If it also works in leagues it never saw, the method itself works.

The gain is not the same everywhere: clear in first divisions, small in second divisions. Both are in the league-by-league table — we do not show only the leagues that go well.

Full league-by-league table