I'm just like a turtle crawling out of my shell. "Boombastic" - Shaggy

Efficiency Plus

Default

Machine-learned model served from a trained bundle.

Spread MAE
8.89 (book 8.83)
Log loss
0.5138 (book 0.5251)

Machine-learned model served from a trained bundle.

Spread MAE
9.12 (book 8.83)
Log loss
0.5309 (book 0.5251)

Machine-learned model served from a trained bundle.

Spread MAE
8.99 (book 8.83)
Log loss
0.5257 (book 0.5251)

Machine-learned model served from a trained bundle.

Spread MAE
9.15 (book 8.83)
Log loss
0.5508 (book 0.5251)

Classical model computed from adjusted per-possession efficiency ratings.

Spread MAE
9.39 (book 8.83)
Log loss
0.5629 (book 0.5251)

All-season aggregates mix seasons some ML models were trained on (in-sample) with held-out ones — see each model's About page for the honest per-season breakdown. The book figures are the sportsbook closing line on the same games. Not betting advice.