Backcheck
Recap · VGK at EDM

Oilers hold off the Golden Knights

The Oilers stole one. They lost the expected-goals battle 4.27–3.31 and won anyway.

By the ModelJul 11, 9:42 PMxG: xgboost-0.758Edited for clarity
Away
VGK
Vegas Golden Knights
3
Home
EDM
Edmonton Oilers
4
FINAL
Process vs result

The underlying story

4.27Expected goals3.31
56% share for the better side
31Shot attempts (SOG)21
7High-danger chances4
63Corsi (all attempts)51
Score-adjusted: 60% / 40%
Source · NHL play-by-play · XGBoost xG

Edmonton stole this game. The Golden Knights dominated expected goals 56–44, outshooting 4.27 to 3.31 xG, yet lost 4–3. The margin wasn't close on play quality — Vegas created nearly twice as many high-danger chances (7–4). This was goaltending.

C. Ingram (EDM) finished at 0.903 SV%, 1.27 goals above expected. C. Hart (VGK) managed 0.810 SV%, 0.69 goals shy of expected. That gap decided it.

Edmonton's finishing helped. They converted three goals on 24 rush attempts, pressing the pace when structure favored Vegas. The Oilers' power play was lethal too, scoring twice on ten shots (0.93 xG), whereas Vegas managed the same two PPGs on 21 attempts (1.79 xG) — Edmonton compressed their chances.

Mitch Marner's snap shot from the doorstep (P3, 05:49) was the critical moment. Vegas did everything right offensively, crashing for rebounds and generating 3 opportunities (converting 2), but ran into an Oilers team that executed in pockets.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VGK2 / 7 · 1.59 xG
EDM0 / 4 · 0.94 xG
Medium dangermid-range
VGK1 / 21 · 2.24 xG
EDM3 / 15 · 1.84 xG
Low dangerperimeter & point
VGK0 / 35 · 0.43 xG
EDM1 / 32 · 0.52 xG

VGK went 1-for-21 from medium danger on 2.24 expected goals — 1.2 left on the table.

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

Finishing vs expected

expectedactual
VGK
3 G · 4.27 xG · -1.3
EDM
4 G · 3.31 xG · +0.7
012345
Goalies · GSAx (goals saved above expected)
C. HartVGK
-0.7
C. IngramEDM
+1.3

VGK finished -1.3 against expected, EDM +0.7 — C. Ingram (EDM) saved 1.3 goals above expected.

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

Shot diet

goalsshots
VGK
SNAP3/9
WRIST0/23
SLAP0/9
TIP IN0/3
BACKHAND0/1
BAT0/1
OTHER0/17
EDM
SNAP2/18
WRIST0/3
SLAP0/3
TIP IN1/6
BACKHAND1/6
BAT0/1
OTHER0/14
VGK
EDM
Off the rush
1 G on 31 · 3.15 xG
3 G on 24 · 2.09 xG
Off rebounds
2 G on 3 · 0.53 xG
0 G on 2 · 0.31 xG

Snap shots carried the volume: VGK went 3-for-9, EDM 2-for-18. EDM scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
N. Hanifin
#15 · D · VGK
0 G · 3 A · 4 SOG · 26:28 TOI
R. Nugent-Hopkins
#93 · C · EDM
2 G · 1 A · 2 SOG · 19:49 TOI · +1
C. McDavid
#97 · C · EDM
1 G · 2 A · 5 SOG · 19:46 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • EDM won despite being outplayed by xG (44%). Goaltending or finishing carried them.
  • C. Ingram (EDM) stopped 1.3 goals above expected.
  • EDM was lethal off the rush — 3 goals on 24 rush chances.
  • VGK created 3 rebound opportunities (2 converted) — crashing the net effectively.
  • EDM power play was dominant — 2 PPG on 10 PP shots (0.93 xG).
  • VGK power play was dominant — 2 PPG on 21 PP shots (1.79 xG).
Before the game — the model's pre-game read
Preview · VGK at EDM · 8:00 PM ET

Golden Knights at Oilers: a genuine coin flip

By the ModelJul 11, 9:28 PMEdited for clarity
Win probability

The model's lean

50%
EDM
Model favorite
50%
50%
VGK50EDM

EDM by 0 points of win probability — effectively a coin flip. Projected score VGK 2.52.5 EDM; 18% chance it's tied after 60.

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

Tale of the tape

VGK← edge
edge →EDM
54.0%5v5 xG%52.0%
52.0%Corsi%50.0%
2.52xGF / 602.64
2.11xGA / 602.47
2.12Goals for / gm2.13
2.10Goals against / gm2.29
0.983PDO — luck, not skill0.982

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

Source · MoneyPuck season tables · 5v5

The model projects a 2.5–2.5 game with the Oilers at 50% win probability. Genuine pick'em territory.

Vegas holds a marginal possession advantage. The Golden Knights sit at 54.0% expected goals share and 52.0% Corsi%, compared to Edmonton's 52.0% xG% and 50.0% Corsi%. Both teams are running cold—Vegas's PDO of 0.983 and Edmonton's 0.982 point to positive regression for each, canceling out any edge.

The Oilers arrive on one day of rest. Vegas comes off three. That gap could surface in the third period or beyond.

C. Pickard's status is worth monitoring. A back-to-back start could force Edmonton toward a backup, destabilizing its goaltending.

Vegas's Tomas Hertl runs the offense at 0.88 xG/60 with 5 goals and 17 assists. Brandon Saad (0.91 xG/60) is likely out. Edmonton's attack centers on Zach Hyman—1.23 xG/60, 14 goals, 13 assists, shooting at 13.0%—and Connor McDavid. McDavid's 0.92 xG/60 undersells his impact: 25 goals, 33 assists, and a 13.7% shooting rate that belongs in the elite tier. When he shoots, he scores.

Rasmus Andersson (Vegas) and Jake Walman (Edmonton) represent defensive vulnerabilities. Neither team generates from hard chances or rebounds—both at 0%—which leaves the outcome to goaltending, line matching, and depth execution.

In a true 50-50 game, marginal advantages decide: rest, goaltender durability, and one player's conversion rate outrunning expected goals.

Computed danger · scouting

Players to watch

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
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
Source · MoneyPuck skaters