Backcheck
Recap · EDM at VGK

Oilers edge the Golden Knights in overtime

The Oilers stole one. They lost the expected-goals battle 2.81–3.08 and won anyway.

By the ModelJul 12, 9:08 AMxG: xgboost-0.758Edited for clarity
Away
EDM
Edmonton Oilers
4
Home
VGK
Vegas Golden Knights
3
FINAL / OT
Process vs result

The underlying story

2.81Expected goals3.08
52% share for the better side
29Shot attempts (SOG)29
3High-danger chances5
62Corsi (all attempts)51
Score-adjusted: 53% / 47%
Source · NHL play-by-play · XGBoost xG

The Oilers won 4–3 in overtime, but the Golden Knights owned the underlying game — 3.08 expected goals to 2.81, with a 5–3 edge in high-danger chances. Edmonton's victory required overperformance by a full 1.19 goals.

The Golden Knights generated higher-quality scoring chances: 0.060 expected goals per shot versus Edmonton's 0.045. They crashed the net effectively, creating five rebound opportunities and converting two. Edmonton countered with rush efficiency — 2 goals on 27 rush chances, turning speed into the few high-leverage looks they needed.

C. Ingram stopped 26 of 29 for Edmonton and performed as expected. A. Hill made 25 saves for Vegas but gave up 1.19 goals more than his workload merited — the gap between workload and execution that decides close games. Shot attempts finished even at 29 apiece.

Evan Bouchard snapped a shot from the top of the circles at 03:10 of overtime. That was the game.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
EDM1 / 3 · 0.73 xG
VGK1 / 5 · 1.20 xG
Medium dangermid-range
EDM3 / 14 · 1.49 xG
VGK2 / 13 · 1.34 xG
Low dangerperimeter & point
EDM0 / 45 · 0.60 xG
VGK0 / 33 · 0.54 xG

EDM went 3-for-14 from medium danger on 1.49 expected goals — 1.5 above expected.

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

Finishing vs expected

expectedactual
EDM
4 G · 2.81 xG · +1.2
VGK
3 G · 3.08 xG · -0.1
012345
Goalies · GSAx (goals saved above expected)
C. IngramEDM
+0.1
A. HillVGK
-1.2

EDM finished +1.2 against expected, VGK -0.1 — A. Hill (VGK) allowed 1.2 more goals than expected.

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

Shot diet

goalsshots
EDM
WRIST3/27
SLAP0/8
TIP IN0/1
BACKHAND0/1
SNAP1/4
DEFLECTED0/1
OTHER0/20
VGK
WRIST1/24
SLAP0/4
TIP IN0/4
BACKHAND2/4
SNAP0/0
DEFLECTED0/1
OTHER0/14
EDM
VGK
Off the rush
2 G on 27 · 1.97 xG
1 G on 24 · 2.04 xG
Off rebounds
0 G on 2 · 0.26 xG
2 G on 5 · 0.75 xG

Wrist shots carried the volume: EDM went 3-for-27, VGK 1-for-24. EDM scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
C. McDavid
#97 · C · EDM
1 G · 2 A · 2 SOG · 22:12 TOI · +1
M. Stone
#61 · R · VGK
2 G · 0 A · 4 SOG · 23:40 TOI · +1
E. Bouchard
#2 · D · EDM
1 G · 1 A · 2 SOG · 23:31 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • A. Hill (VGK) gave up 1.2 goals more than expected — well below their workload.
  • VGK generated far more dangerous chances — 0.060 xG/shot vs 0.045. Quality over quantity.
  • EDM was lethal off the rush — 2 goals on 27 rush chances.
  • VGK created 5 rebound opportunities (2 converted) — crashing the net effectively.
Before the game — the model's pre-game read
Preview · EDM at VGK · 9:30 PM ET

Oilers at Golden Knights: a genuine coin flip

By the ModelJul 12, 9:06 AMEdited for clarity
Win probability

The model's lean

54%
VGK
Model favorite
46%
54%
EDM50VGK

VGK by 8 points of win probability — a modest lean. Projected score EDM 2.42.6 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

EDM← edge
edge →VGK
52.0%5v5 xG%54.0%
50.0%Corsi%52.0%
2.64xGF / 602.52
2.47xGA / 602.11
2.13Goals for / gm2.12
2.29Goals against / gm2.10
0.982PDO — luck, not skill0.983

VGK holds 4 of 6 process categories — and PDO (0.982 vs 0.983) says VGK has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.4–2.6 game with Vegas at 54% win probability—pick'em territory.

Recent form complicates the picture. Edmonton is 5-4-1 over their last 10, the sharper record on the surface, but both teams are underwater in goal differential over that span: Edmonton at -6, Vegas at -8. The underlying numbers explain why. Over a full season at 5v5, Vegas edges Edmonton in expected goals share (54.0% to 52.0%) and shot volume (52.0% Corsi to 50.0%), suggesting the Golden Knights have been the better even-strength team. Both clubs are running cold on PDO—Edmonton at 0.982, Vegas at 0.983—which means positive regression is due for both. When two teams are this close in process and both regressing the same direction, the spread tightens.

Goaltending adds uncertainty. A. Hill and T. Jarry are both on back-to-backs, which increases the odds of a backup start or a tired starter depending on coach preference. That's a wildcard neither team can fully control going in.

Individual talent tilts the game toward Edmonton. Zach Hyman has generated the most expected goals at 1.23 per 60 minutes and bankrolled 14 goals and 13 assists with a 13.0% shooting rate. Connor McDavid is at 0.92 xG/60 with 25 goals and 33 assists—his 13.7% shooting rate reflects lethal efficiency. On Vegas's side, the offensive focal points are compromised. Brandon Saad, who carries 0.91 xG/60, is marked inactive and likely unavailable. Tomas Hertl steps into a larger role at 0.88 xG/60 and carries 5 goals and 17 assists, though his 4.3% shooting rate trails the Edmonton stars.

Vegas's defensive weak link is Rasmus Andersson, while Edmonton has vulnerability at Jake Walman. Both edges are marginal in a game this tight. The matchup ultimately hinges on whether Edmonton's recent momentum and personnel offset Vegas's slight even-strength edge and favorable PDO regression. At 54%, the model is calling it a toss-up—and the numbers support the hesitation.

Computed danger · scouting

Players to watch

EDM
Zach Hyman14G 13A
1.23 xG/60 · 1 HD · 13.0% sh
Connor McDavid25G 33A
0.92 xG/60 · 5 HD · 13.7% 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