🏒 NHL Model

Updated 2026-10-16

Today's games 2026-10-16 · 2 games

PIT @ COL
PIT 41%59% COL
Vegas lines (DK)
ML: PIT +160 · COL -192
Puck: PIT +1.5 (-130) · COL -1.5 (+110)
O/U 6.5 (o -118 / u -102)
Cover −1.5
H 36% · A 24%
Goalies
TBD
Drivers
xG edge away (5%) · goalie edge home
BOS @ ANA
BOS 53%47% ANA
Vegas lines (DK)
ML: BOS -115 · ANA -105
Puck: BOS -1.5 (+210) · ANA +1.5 (-258)
O/U 6.5 (o +105 / u -125)
Cover −1.5
H 29% · A 31%
Goalies
TBD
Drivers
goalie edge away

Value board model's confident disagreements with Vegas

💎 SEA@TBL away — model 42% vs DK +225 (30%) · gap 12%
💎 BUF@TOR away — model 58% vs DK -102 (48%) · gap 10%
💎 VAN@FLA away — model 36% vs DK +240 (28%) · gap 8%
💎 NYI@OTT away — model 48% vs DK +136 (41%) · gap 7%
💎 CGY@VGK away — model 36% vs DK +230 (29%) · gap 7%
💎 PHI@DET home — model 62% vs DK -142 (56%) · gap 6%
Value board record: 2-4 (33% · avg prob 47%)
Only games where our win prob beats DK's no-vig implied prob by 5+ pts, ranked by gap. Dogs and favorites both qualify — confidence is the size of the disagreement. Experimental until ~100 graded plays.

Line movement DK moneyline trail, snapshotted every ~2h to puck drop

PIT@COL (+0.0pp to home since 09:39)
+160/-192 09:39
away/home moneyline at each snapshot
BOS@ANA (+1.3pp to home since 09:39)
-118/-102 09:39 → -112/-108 10:35
away/home moneyline at each snapshot

Season record logged daily, graded on finals

Moneyline: 9-2 (82% · avg prob 57.5%)
Puck line: 4-7 (36%)
Model's side pick per game, logged before puck drop and graded on finals. For calibration, not betting advice.

Recent games

DateGameML pickPL pickScore
10-15BUF@TORaway 58%Waway 34%W5-4
10-15NYI@OTThome 52%Whome 32%L1-2
10-15SEA@TBLhome 58%Whome 35%L3-4
10-15VAN@FLAhome 64%Whome 39%L2-3
10-15NYR@NJDhome 52%Whome 32%W1-7
10-15PHI@DEThome 62%Whome 38%L1-2
10-15WPG@CHIaway 55%Laway 32%W3-4
10-15SJS@NSHhome 59%Lhome 36%L3-2
10-15STL@MINhome 56%Whome 34%L4-5
10-15UTA@EDMaway 53%Waway 31%L4-2
10-15CGY@VGKhome 64%Whome 39%W2-6

NHL Model v1

Expected goals (xG) is the efficiency core — the hockey analogue of EPA. Honest probabilities, walk-forward tested before wiring. Totals excluded after backtesting showed no signal.
P(home win) = sigmoid(0.133 − 4.177·xGdiff + 0.347·goalie − 0.175·B2Bhome + 0.324·B2Baway)
Walk-forward 2022–26 (n=3,854): 56.6% winner accuracy vs 54.3% always-home baseline. Puck-line cover = P(win) × historical 2+ goal margin rate (home 60.9%, away 58.9%). Inputs: current-season 5v5 xG% regressed to prior season, team goalie GSAA shrunk to prior until ~15 games, rest flags. Starting goalies shown from DailyFaceoff; model uses team goalie aggregate until starter-specific GSAA is backtested and approved.

Early-season caveats

October–November inputs are heavily regressed toward last season — expect conservative probabilities and more coin-flip games until ~15 games played. Goalie quality takes longest to stabilize.

Value board

Flags games where model prob beats DK no-vig implied prob by 5+ pts. Tracked as a forward experiment — the NFL backtest showed model-vs-market gaps were coin flips, so this stays experimental until ~100 graded plays. Closing line value (did the market move toward our number?) is the earliest honest signal.