Backcheck
Recap · PIT at VGK

Golden Knights run the Penguins off the ice on the underlying numbers

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

By the ModelJul 12, 7:20 AMxG: xgboost-0.758Edited for clarity
Away
PIT
Pittsburgh Penguins
2
Home
VGK
Vegas Golden Knights
6
FINAL
Process vs result

The underlying story

2.80Expected goals4.60
62% share for the better side
26Shot attempts (SOG)17
2High-danger chances7
64Corsi (all attempts)45
Score-adjusted: 64% / 36%
Source · NHL play-by-play · XGBoost xG

The Golden Knights demolished the Penguins 6-2, and the divergence started with shot volume: Pittsburgh took 26 shots to Vegas's 17. But the underlying metrics explained the gap entirely. Vegas controlled 62% of 5v5 expected goals (4.60–2.80) and dominated high-danger chances 7–2.

Their shot quality was lethal: 0.102 xG per shot versus Pittsburgh's 0.044. The goaltending mirrored this control. A. Silovs (PIT) stopped 11 of 16 shots for a 0.688 save percentage—below expectation. A. Hill (VGK) was surgical: 24 of 26 saves, 0.923 SV%, running +0.80 against his expected outcome.

Vegas's rush attack was the execution story. They scored 5 goals on 17 rush chances. Pittsburgh, despite their shot volume, managed only 2 goals on 29 rush attempts. That asymmetry—Vegas clinical in transition, Pittsburgh inefficient throughout—sums up the game.

The variance broke right for Vegas. They overperformed their xG by 1.40 goals while Pittsburgh underperformed by 0.80, but that was noise on a 62–38 edge. Sometimes the numbers and the scoreboard align perfectly.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
PIT0 / 2 · 0.48 xG
VGK3 / 7 · 3.28 xG
Medium dangermid-range
PIT2 / 16 · 1.71 xG
VGK3 / 12 · 1.06 xG
Low dangerperimeter & point
PIT0 / 46 · 0.60 xG
VGK0 / 26 · 0.26 xG

VGK went 3-for-12 from medium danger on 1.06 expected goals — 1.9 above expected.

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

Finishing vs expected

expectedactual
PIT
2 G · 2.80 xG · -0.8
VGK
6 G · 4.60 xG · +1.4
01234567
Goalies · GSAx (goals saved above expected)
A. SilovsPIT
-0.4
A. HillVGK
+0.8

PIT finished -0.8 against expected, VGK +1.4 — A. Hill (VGK) saved 0.8 goals above expected.

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

Shot diet

goalsshots
PIT
WRIST0/16
TIP IN2/8
SLAP0/6
SNAP0/7
BACKHAND0/2
DEFLECTED0/2
WRAP AROUND0/1
OTHER0/22
VGK
WRIST5/17
TIP IN0/3
SLAP0/5
SNAP1/4
BACKHAND0/2
DEFLECTED0/0
WRAP AROUND0/0
OTHER0/14
PIT
VGK
Off the rush
2 G on 29 · 2.32 xG
5 G on 17 · 1.69 xG
Off rebounds
0 G on 0 · 0.00 xG
0 G on 1 · 0.54 xG

Wrist shots carried the volume: PIT went 0-for-16, VGK 5-for-17. VGK scored 5 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
P. Dorofeyev
#16 · R · VGK
2 G · 1 A · 3 SOG · 15:32 TOI · +3
J. Eichel
#9 · C · VGK
1 G · 1 A · 2 SOG · 19:51 TOI · +2
R. Shea
#5 · D · PIT
0 G · 2 A · 1 SOG · 19:16 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • PIT generated higher-quality looks than the shot total suggests.
  • VGK generated far more dangerous chances — 0.102 xG/shot vs 0.044. Quality over quantity.
  • VGK was clinical in the high-danger zone — 3/7 on HD chances (43%).
  • VGK was lethal off the rush — 5 goals on 17 rush chances.
  • PIT was lethal off the rush — 2 goals on 29 rush chances.
Before the game — the model's pre-game read
Preview · PIT at VGK · 10:00 PM ET

Penguins at Golden Knights: a genuine coin flip

By the ModelJul 12, 7:17 AMEdited for clarity
Win probability

The model's lean

55%
VGK
Model favorite
45%
55%
PIT50VGK

VGK by 10 points of win probability — a modest lean. Projected score PIT 2.42.7 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

PIT← edge
edge →VGK
51.0%5v5 xG%54.0%
50.0%Corsi%52.0%
2.66xGF / 602.52
2.55xGA / 602.11
2.45Goals for / gm2.12
2.12Goals against / gm2.10
1.012PDO — luck, not skill0.983

VGK holds 4 of 6 process categories — and PDO (1.012 vs 0.983) says PIT has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.4-2.7 Vegas game with the Golden Knights at 55% win probability. This is as close to a pick'em as you'll find.

VGK owns the underlying play. The Knights generate 54.0% xG at 5v5 to Pittsburgh's 51.0%, and their Corsi advantage sits at 52.0% to 50.0%. Here's where it gets interesting: Vegas's PDO is 0.983, running cold relative to shot quality. That signals positive regression in scoring efficiency ahead. Pittsburgh's 1.012 PDO tells the opposite story — the Penguins have squeezed luck out of their shot volume, a metric you can't bank on repeating.

Rickard Rakell anchors Pittsburgh's offense with 1.01 xG/60, 13G, 13A, and a 12.1% shooting rate. His three hard-deadline goals show he's cashing in on high-danger chances. Vegas's firepower is distributed. Brandon Saad generates 0.91 xG/60 with 3G, 6A, one HD goal, and a 4.1% shooting rate — suppressed relative to his volume. Tomas Hertl sits at 0.88 xG/60, 5G, 17A, one HD goal, and 4.3% shooting, also below what his xG suggests.

Filip Hallander, Pittsburgh's 1.28 xG/60 producer, is sidelined pending further evaluation — a significant roster blow.

A. Hill faces the second half of a back-to-back. Watch whether Vegas starts him tired or deploys the backup; the choice cascades through matchups.

Defensively, Caleb Jones is Pittsburgh's transition weakness, while Rasmus Andersson represents Vegas's recovery liability against a paced forecheck. Neither team has converted high-danger or rebound chances — both sit at 0% HD goal rate and 0% rebound goal rate, sustainable but reflecting limited chaos-goal upside.

The verdict: VGK's underlying numbers push the odds to 55%, but PDO regression sits so close to parity that this genuinely feels like a coin flip.

Computed danger · scouting

Players to watch

PIT
Filip Hallander0G 3A
1.28 xG/60 · 0 HD · 0.0% sh
Rickard Rakell13G 13A
1.01 xG/60 · 3 HD · 12.1% 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