Backcheck
Recap · TOR at VGK

Golden Knights edge the Maple Leafs in overtime

The Golden Knights earned it — the game and the expected-goals battle both.

By the ModelJul 12, 1:03 AMxG: xgboost-0.758Edited for clarity
Away
TOR
Toronto Maple Leafs
5
Home
VGK
Vegas Golden Knights
6
FINAL / OT
Process vs result

The underlying story

2.54Expected goals3.27
56% share for the better side
28Shot attempts (SOG)33
5High-danger chances5
55Corsi (all attempts)63
Score-adjusted: 41% / 59%
Source · NHL play-by-play · XGBoost xG

The Golden Knights' 56% xG advantage (3.27–2.54) proved too much for Toronto to overcome, even after both teams massively outperformed their baselines—Vegas by 2.73 goals, Toronto by 2.46. The underlying quality gap held in a game decided by variance and execution.

Vegas controlled shot attempts (54%, 33–28) and was surgical in high-danger areas: 4 of 5 conversions (80%). Toronto scored two low-danger goals, chances A. Hill should have denied. J. Woll, meanwhile, surrendered 2.73 more goals than his workload warranted—the game's single clearest evidence of mismatched execution.

Toronto's rush game was the brighter spot. Five goals on 24 chances versus Vegas's three on 26 carried the Leafs through regulation. But Vegas's power play—3 PPG on 11 shots—and effective crashing (5 rebounds, 3 converted) shifted momentum when it mattered. Jack Eichel's backhander from the doorstep at 2:44 of overtime decided the game.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
TOR1 / 5 · 1.16 xG
VGK4 / 5 · 1.08 xG
Medium dangermid-range
TOR2 / 7 · 0.75 xG
VGK1 / 16 · 1.60 xG
Low dangerperimeter & point
TOR2 / 43 · 0.63 xG
VGK1 / 42 · 0.59 xG

VGK went 4-for-5 from high danger on 1.08 expected goals — 2.9 above expected.

Source · Backcheck xG model · NHL play-by-play
The luck layer

Finishing vs expected

expectedactual
TOR
5 G · 2.54 xG · +2.5
VGK
6 G · 3.27 xG · +2.7
01234567
Goalies · GSAx (goals saved above expected)
J. WollTOR
-2.7
A. HillVGK
-2.5

TOR finished +2.5 against expected, VGK +2.7 — J. Woll (TOR) allowed 2.7 more goals than expected.

Source · Backcheck xG model
What they shot — and what went in

Shot diet

goalsshots
TOR
WRIST0/18
SLAP0/6
SNAP2/9
BACKHAND1/5
TIP IN2/2
DEFLECTED0/0
WRAP AROUND0/0
BAT0/0
OTHER0/15
VGK
WRIST2/27
SLAP1/8
SNAP0/3
BACKHAND2/4
TIP IN0/1
DEFLECTED1/3
WRAP AROUND0/1
BAT0/1
OTHER0/15
TOR
VGK
Off the rush
5 G on 24 · 2.02 xG
3 G on 26 · 2.34 xG
Off rebounds
0 G on 0 · 0.00 xG
3 G on 5 · 0.69 xG

Wrist shots carried the volume: TOR went 0-for-18, VGK 2-for-27. TOR scored 5 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
J. Eichel
#9 · C · VGK
1 G · 3 A · 5 SOG · 24:35 TOI · +2
M. Stone
#61 · R · VGK
1 G · 2 A · 4 SOG · 23:25 TOI · +2
M. Marner
#93 · R · VGK
0 G · 2 A · 3 SOG · 22:23 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • J. Woll (TOR) gave up 2.7 goals more than expected — well below their workload.
  • VGK was clinical in the high-danger zone — 4/5 on HD chances (80%).
  • TOR scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • VGK was lethal off the rush — 3 goals on 26 rush chances.
  • TOR was lethal off the rush — 5 goals on 24 rush chances.
  • VGK created 5 rebound opportunities (3 converted) — crashing the net effectively.
  • VGK outperformed their expected goals by 2.7 — elite finishing or lucky bounces.
  • TOR outperformed their expected goals by 2.5 — elite finishing or lucky bounces.
  • VGK power play was dominant — 3 PPG on 11 PP shots (0.89 xG).
Before the game — the model's pre-game read
Preview · TOR at VGK · 9:30 PM ET

The Golden Knights are the model's lean over the Maple Leafs — with PDO regression in play

By the ModelJul 12, 12:59 AMEdited for clarity
Win probability

The model's lean

60%
VGK
Model favorite
40%
60%
TOR50VGK

VGK by 20 points of win probability — a clear lean. Projected score TOR 2.22.7 VGK; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season profile · edge from the spine

Tale of the tape

TOR← edge
edge →VGK
46.0%5v5 xG%54.0%
45.0%Corsi%52.0%
2.24xGF / 602.52
2.67xGA / 602.11
2.09Goals for / gm2.12
2.52Goals against / gm2.10
1.002PDO — luck, not skill0.983

VGK holds 6 of 6 process categories — and PDO (1.002 vs 0.983) says TOR has run hotter.

Source · MoneyPuck season tables · 5v5

The model hands Vegas the edge here: 60% win probability, with a projected 2.2 to 2.7 goal spread favoring the Golden Knights.

The underlying play belongs to Vegas. They control 5v5 xG at 54.0% to Toronto's 46.0%—an 8-percentage-point gap—and dominate territory at 52.0% Corsi. That territorial dominance matters: the Maple Leafs can't generate chances they don't chase. Toronto's staying competitive despite being outshot in quality and volume.

But Toronto enters warmer. They've posted a 7-1-2 record in their last 10, accumulating points despite running a 45.0% Corsi. Pace does mask risk. The real question is whether Toronto can maintain a pace that exceeds its underlying shot profile.

Vegas carries the regression angle. Their PDO sits at 0.983—running cold by team standards—while Toronto's sits at 1.002. Vegas is due for positive variance to regress toward the mean, especially in a sport where shooting luck matters in close wins. PDO regression doesn't guarantee a win, but it typically creates margin in a tight game.

The rest advantage edges Vegas. The Golden Knights land on three days' recovery; Toronto comes in on one. Goaltending fatigue looms over this matchup. D. Hildeby backs up on the second half of a back-to-back, which typically signals either a fresh backup or a tired starter absorbing the load.

Vegas drives xG at a meaningful rate. Auston Matthews (1.10 xG/60, 17 goals, 13 assists, 10.6% shooting) and John Tavares (0.91 xG/60, 15 goals, 24 assists, 12.4% shooting) are Toronto's primary engines, but Vegas' collection of shot creators—particularly Tomas Hertl (0.88 xG/60, 5 goals, 17 assists, 4.3% shooting)—chips steady pressure. Brandon Saad (marked inactive) was a secondary threat when healthy at 0.91 xG/60 with 3 goals and 6 assists.

Neither team cashes high-danger chances at an elevated rate. Both register 0% HD goal rates and 0% rebound rates, a rarity that flags either unusual variance luck or a stretch where scoring depth hasn't emerged. That creates opportunity for regression winners: Vegas, the PDO play.

Three Stars

  • Tomas Hertl (VGK) — steady shot generation (0.88 xG/60) meets Vegas' volume advantage
  • Auston Matthews (TOR) — will face constant pressure; can he maintain his 10.6% shooting clip?
  • D. Hildeby (TOR) — fatigue exposure; early heavy workload could tilt the rest edge
Computed danger · scouting

Players to watch

TOR
Auston Matthews17G 13A
1.10 xG/60 · 1 HD · 10.6% sh
John Tavares15G 24A
0.91 xG/60 · 3 HD · 12.4% sh
VGK
Brandon Saad3G 6A
0.91 xG/60 · 1 HD · 4.1% sh
Tomas Hertl5G 17A
0.88 xG/60 · 1 HD · 4.3% sh
Source · MoneyPuck skaters