๐Ÿ’ NHL Model

Updated 2026-10-17

Today's games 2026-10-17 ยท 14 games

NJD @ WSH
NJD 50%50% WSH
Vegas lines (DK)
ML: NJD +105 ยท WSH -125
Puck: NJD +1.5 (-258) ยท WSH -1.5 (+210)
O/U 6.5 (o +110 / u -130)
Cover โˆ’1.5
H 31% ยท A 29%
Goalies
Jake Allen (Unconfirmed) ยท Logan Thompson (Unconfirmed)
Drivers
xG edge home (6%) ยท goalie edge home
CAR @ WPG
CAR 57%43% WPG
Vegas lines (DK)
ML: CAR -185 ยท WPG +154
Puck: CAR -1.5 (+142) ยท WPG +1.5 (-170)
O/U 6.5 (o +110 / u -130)
Cover โˆ’1.5
H 26% ยท A 34%
Goalies
Pyotr Kochetkov (Unconfirmed) ยท Clay Stevenson (Likely)
Drivers
xG edge home (11%)
VAN @ TBL
VAN 33%67% TBL
Vegas lines (DK)
ML: VAN +310 ยท TBL -395
Puck: VAN +1.5 (+136) ยท TBL -1.5 (-162)
O/U 6.5 (o -105 / u -115)
Cover โˆ’1.5
H 41% ยท A 19%
Goalies
Leevi Merilainen (Unconfirmed) ยท Andrei Vasilevskiy (Unconfirmed)
Drivers
xG edge away (13%)
SEA @ FLA
SEA 45%55% FLA
Vegas lines (DK)
ML: SEA +154 ยท FLA -185
Puck: SEA +1.5 (-162) ยท FLA -1.5 (+136)
O/U 6.5 (o +105 / u -125)
Cover โˆ’1.5
H 34% ยท A 26%
Goalies
Joey Daccord (Unconfirmed) ยท Akira Schmid (Unconfirmed)
Drivers
xG edge away (6%) ยท goalie edge away
NYI @ TOR
NYI 59%41% TOR
Vegas lines (DK)
ML: NYI +114 ยท TOR -135
Puck: NYI +1.5 (-230) ยท TOR -1.5 (+190)
O/U 6.5 (o +102 / u -122)
Cover โˆ’1.5
H 25% ยท A 35%
Goalies
Ilya Sorokin (Unconfirmed) ยท Anthony Stolarz (Unconfirmed)
Drivers
xG edge home (4%) ยท goalie edge away
BUF @ MTL
BUF 48%52% MTL
Vegas lines (DK)
ML: BUF +120 ยท MTL -142
Puck: BUF +1.5 (-205) ยท MTL -1.5 (+170)
O/U 6.5 (o -110 / u -110)
Cover โˆ’1.5
H 31% ยท A 28%
Goalies
TBD
Drivers
coin flip on inputs
SJS @ DET
SJS 36%64% DET
Vegas lines (DK)
ML: SJS +114 ยท DET -135
Puck: SJS +1.5 (-218) ยท DET -1.5 (+180)
O/U 6.5 (o -102 / u -118)
Cover โˆ’1.5
H 39% ยท A 21%
Goalies
Alex Nedeljkovic (Unconfirmed) ยท Daniil Tarasov (Unconfirmed)
Drivers
xG edge away (7%) ยท goalie edge home
OTT @ PHI
OTT 56%44% PHI
Vegas lines (DK)
ML: OTT -155 ยท PHI +130
Puck: OTT -1.5 (+185) ยท PHI +1.5 (-225)
O/U 5.5 (o -108 / u -112)
Cover โˆ’1.5
H 27% ยท A 33%
Goalies
Linus Ullmark (Unconfirmed) ยท Dan Vladar (Unconfirmed)
Drivers
xG edge home (9%)
NYR @ CBJ
NYR 43%57% CBJ
Vegas lines (DK)
ML: NYR +114 ยท CBJ -135
Puck: NYR +1.5 (-225) ยท CBJ -1.5 (+185)
O/U 6.5 (o +105 / u -125)
Cover โˆ’1.5
H 35% ยท A 25%
Goalies
Dylan Garand (Unconfirmed) ยท Jet Greaves (Unconfirmed)
Drivers
xG edge away (5%) ยท goalie edge away
DAL @ CHI
DAL 61%39% CHI
Vegas lines (DK)
ML: DAL -198 ยท CHI +164
Puck: DAL -1.5 (+136) ยท CHI +1.5 (-162)
O/U 5.5 (o -135 / u +114)
Cover โˆ’1.5
H 24% ยท A 36%
Goalies
Jake Oettinger (Unconfirmed) ยท Spencer Knight (Unconfirmed)
Drivers
xG edge home (10%) ยท goalie edge away
STL @ NSH
STL 49%51% NSH
Vegas lines (DK)
ML: STL -115 ยท NSH -105
Puck: STL -1.5 (+220) ยท NSH +1.5 (-270)
O/U 5.5 (o -135 / u +114)
Cover โˆ’1.5
H 31% ยท A 29%
Goalies
TBD
Drivers
xG edge home (5%) ยท goalie edge home
BOS @ LAK
BOS 43%57% LAK
Vegas lines (DK)
ML: BOS None ยท LAK None
Puck: BOS None (None) ยท LAK None (None)
O/U โ€” (o None / u None)
Cover โˆ’1.5
H 35% ยท A 26%
Goalies
TBD
Drivers
goalie edge away ยท away on B2B
EDM @ UTA
EDM 41%59% UTA
Vegas lines (DK)
ML: EDM +114 ยท UTA -135
Puck: EDM +1.5 (-218) ยท UTA -1.5 (+180)
O/U 6.5 (o -122 / u +102)
Cover โˆ’1.5
H 36% ยท A 24%
Goalies
TBD
Drivers
xG edge away (3%) ยท goalie edge home
PIT @ VGK
PIT 35%65% VGK
Vegas lines (DK)
ML: PIT +195 ยท VGK -238
Puck: PIT +1.5 (-125) ยท VGK -1.5 (+105)
O/U 6.5 (o -115 / u -105)
Cover โˆ’1.5
H 40% ยท A 21%
Goalies
TBD
Drivers
xG edge away (3%) ยท away on B2B

Value board model's confident disagreements with Vegas

๐Ÿ’Ž NYI@TOR away โ€” model 59% vs DK +114 (45%) ยท gap 14%
๐Ÿ’Ž VAN@TBL away โ€” model 33% vs DK +310 (23%) ยท gap 10%
๐Ÿ’Ž SJS@DET home โ€” model 64% vs DK -135 (55%) ยท gap 9%
๐Ÿ’Ž SEA@FLA away โ€” model 45% vs DK +154 (38%) ยท gap 7%
๐Ÿ’Ž CAR@WPG home โ€” model 43% vs DK +154 (38%) ยท gap 5%
Value board record: 2-5 (29% ยท avg prob 46%)
Only games where our win prob beats DK's no-vig implied prob by 5+ pts, ranked by gap. Dogs and favorites both qualify โ€” confidence is the size of the disagreement. Experimental until ~100 graded plays.

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

NJD@WSH (+0.0pp to home since 08:35)
+105/-125 08:35
away/home moneyline at each snapshot
CAR@WPG (+0.0pp to home since 08:35)
-185/+154 08:35
away/home moneyline at each snapshot
VAN@TBL (+0.0pp to home since 08:35)
+310/-395 08:35
away/home moneyline at each snapshot
SEA@FLA (+0.0pp to home since 08:35)
+154/-185 08:35
away/home moneyline at each snapshot
NYI@TOR (+0.0pp to home since 08:35)
+114/-135 08:35
away/home moneyline at each snapshot
BUF@MTL (+0.0pp to home since 08:35)
+120/-142 08:35
away/home moneyline at each snapshot
SJS@DET (+0.0pp to home since 08:35)
+114/-135 08:35
away/home moneyline at each snapshot
OTT@PHI (+0.0pp to home since 08:35)
-155/+130 08:35
away/home moneyline at each snapshot
NYR@CBJ (+0.0pp to home since 08:35)
+114/-135 08:35
away/home moneyline at each snapshot
DAL@CHI (+0.0pp to home since 08:35)
-198/+164 08:35
away/home moneyline at each snapshot
STL@NSH (+0.0pp to home since 08:35)
-115/-105 08:35
away/home moneyline at each snapshot
EDM@UTA (+0.0pp to home since 08:35)
+114/-135 08:35
away/home moneyline at each snapshot
PIT@VGK (+0.0pp to home since 08:35)
+195/-238 08:35
away/home moneyline at each snapshot

Season record logged daily, graded on finals

Moneyline: 11-2 (85% ยท avg prob 57.3%)
Puck line: 5-8 (38%)
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
10-16PIT@COLhome 59%Whome 36%W2-5
10-16BOS@ANAaway 53%Waway 31%L4-2

NHL Model v1

Expected goals (xG) is the efficiency core โ€” 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 โˆ’ 4.177ยทxGdiff + 0.347ยทgoalie โˆ’ 0.175ยทB2Bhome + 0.324ยทB2Baway)
Walk-forward 2022โ€“26 (n=3,854): 56.6% winner accuracy vs 54.3% always-home baseline. Puck-line cover = P(win) ร— 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

Octoberโ€“November inputs are heavily regressed toward last season โ€” 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 โ€” 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.