Visuals / Team strength
Visualization
Team strength
A strength rating that knows how sure it is. Every team's attack minus defense is fit with partial pooling, so thin-sample sides are pulled toward the league mean instead of over-trusted, and a bootstrap gives each rating a confidence interval. The interval is the useful part: a wide one means the edge rests on shaky ground, so the stake should shrink. That last column is exactly that, a Kelly multiplier from the model's own certainty.
Ridge-Poisson (partial pooling), attack minus defense on the log-goal scale, two seasons of Understat results, 95% interval from 40 match bootstraps. Stake multiplier scales from 0.4x (most uncertain rating in the league) to 1.0x (most certain), a rough Kelly haircut for model confidence. Information only, not betting advice.