How good are these forecasts?

Every forecast scored on seasons the model never saw while its settings were chosen.

Held-back seasons

ForecastForecastsLog lossFavourite won
The model6750.92656%
Base rate6751.06144%
Recent form6750.95955%

A draw is its own outcome: the model has a band around an even contest in which a draw is the likeliest single result, fit on the tuning seasons.

ESPN's record starts in 2021-22, so the model is tuned on only two seasons; its numbers will firm up as seasons are added.

The squads changed enormously in 2023 when the league signed stars from Europe; the ratings caught up through results, not transfers.

There are no bookmakers' odds in the history, so there is no market comparison.