Backcheck
Recap · VGK at DAL

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

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

By the ModelJul 12, 8:36 AMxG: xgboost-0.758Edited for clarity
Away
VGK
Vegas Golden Knights
3
Home
DAL
Dallas Stars
2
FINAL
Process vs result

The underlying story

3.98Expected goals2.41
62% share for the better side
33Shot attempts (SOG)15
7High-danger chances5
72Corsi (all attempts)38
Score-adjusted: 65% / 35%
Source · NHL play-by-play · XGBoost xG

The Golden Knights' 3-2 win over the Stars masked a far more dominant underlying performance. Vegas controlled 62% of expected goals (3.98 to 2.41)—the kind of xG edge that suggests the scoreline flattered Dallas.

The Stars managed only 31% of shot attempts (15 to 33), generating 38% of expected goals despite losing by one. C. DeSmith kept Dallas in it with 30 saves on 33 shots (0.909 SV%), performing +0.98 above expected—an outlier performance. A. Hill stopped 13 of 15 shots (0.867 SV%) for Vegas.

But Vegas won on efficiency. The team scored 3 goals on 34 rush chances while generating 7 high-danger opportunities to Dallas's 5. Reilly Smith's snap shot from the doorstep made it 2-1 Vegas—a moment that epitomized the match: Vegas attacking from scoring areas; Dallas defending in a hole.

The Stars fought back by attacking the net, generating three rebound opportunities and converting one, but couldn't overcome the underlying deficit. M. Heiskanen led Dallas with an assist in 26:08, while Vegas's M. Marner (22:14) and S. Theodore (21:28) both chipped in assists.

DeSmith's strong night prevented the margin from expanding, but even a 0.909 SV% cannot erase a 33-15 shot disadvantage and a 7-5 edge in high-danger chances. The underlying numbers confirmed what the score should have been: a Vegas blowout.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VGK1 / 7 · 1.74 xG
DAL1 / 5 · 1.31 xG
Medium dangermid-range
VGK2 / 16 · 1.51 xG
DAL1 / 6 · 0.55 xG
Low dangerperimeter & point
VGK0 / 49 · 0.72 xG
DAL0 / 27 · 0.54 xG

VGK went 1-for-7 from high danger on 1.74 expected goals — 0.7 left on the table.

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

Finishing vs expected

expectedactual
VGK
3 G · 3.98 xG · -1.0
DAL
2 G · 2.41 xG · -0.4
012345
Goalies · GSAx (goals saved above expected)
A. HillVGK
+0.4
C. DeSmithDAL
+1.0

VGK finished -1.0 against expected, DAL -0.4 — C. DeSmith (DAL) saved 1.0 goals above expected.

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

Shot diet

goalsshots
VGK
SNAP3/23
WRIST0/8
TIP IN0/6
SLAP0/4
BACKHAND0/5
BAT0/0
OTHER0/26
DAL
SNAP1/8
WRIST1/6
TIP IN0/6
SLAP0/3
BACKHAND0/1
BAT0/1
OTHER0/13
VGK
DAL
Off the rush
3 G on 34 · 3.49 xG
1 G on 17 · 1.82 xG
Off rebounds
0 G on 1 · 0.23 xG
1 G on 3 · 0.44 xG

Snap shots carried the volume: VGK went 3-for-23, DAL 1-for-8. VGK scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
M. Heiskanen
#4 · D · DAL
0 G · 1 A · 1 SOG · 26:08 TOI
M. Marner
#93 · R · VGK
0 G · 1 A · 5 SOG · 22:14 TOI · +1
S. Theodore
#27 · D · VGK
0 G · 1 A · 1 SOG · 21:28 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • VGK was lethal off the rush — 3 goals on 34 rush chances.
  • DAL created 3 rebound opportunities (1 converted) — crashing the net effectively.
Before the game — the model's pre-game read
Preview · VGK at DAL · 7:00 PM ET

Golden Knights at Stars: a genuine coin flip

By the ModelJul 12, 8:26 AMEdited for clarity
Win probability

The model's lean

51%
VGK
Model favorite
51%
49%
VGK50DAL

VGK by 2 points of win probability — effectively a coin flip. Projected score VGK 2.42.3 DAL; 19% 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 →DAL
54.0%5v5 xG%51.0%
52.0%Corsi%47.0%
2.52xGF / 602.36
2.11xGA / 602.29
2.12Goals for / gm2.07
2.10Goals against / gm1.68
0.983PDO — luck, not skill1.024

VGK holds 5 of 6 process categories — and PDO (0.983 vs 1.024) says DAL has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.4-2.3 Golden Knights victory with Vegas at 51% win probability—as close to even odds as these things come.

Dallas enters hot: 7-1-2 over their last ten games. Vegas, by contrast, is underwater at -6 goal differential in the same span. That recency shouldn't fool you. The underlying data runs the other direction.

Vegas dominates possession—54.0% expected goals and 52.0% Corsi at 5v5, versus Dallas's 51.0% xG% and 47.0% Corsi%. Expect the Golden Knights to control play, which they'll need to overcome Dallas's efficiency edge. The Stars' PDO sits at 1.024, running hot enough to expect regression. Vegas checks in at 0.983, due for positive regression from the other direction.

Goaltending presents a variable: both J. Oettinger and A. Schmid are on back-to-backs, so backup duty or tired starters remain in play.

Vegas's offensive depth will be tested. Tomas Hertl carries 0.88 xG per 60 with a team-leading 5 goals and 17 assists, hitting at 4.3%. Brandon Saad, who otherwise rates at 0.91 xG/60 with a 4.1% shooting touch, is marked likely inactive, reshaping what Vegas can throw at Dallas.

Dallas counters with Jason Robertson—0.96 xG/60, 25 goals, 21 assists, and a lethal 12.4% shooting rate. Michael Bunting (8 goals, 7.6% shooting) adds secondary depth at 0.83 xG/60.

Defensively, Vegas's weak link is Rasmus Andersson; Dallas's is Tyler Myers. Both teams sit at 0% high-danger and rebound goal rates, suggesting structured defending that eliminates the scramble game.

The verdict lands on process: Vegas has the underlying play but Dallas has the recent form. With goaltending uncertainty and Dallas riding hot, this genuinely teeters. The model's 51% for Vegas carries legitimate conviction, but only just.

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
DAL
Jason Robertson25G 21A
0.96 xG/60 · 2 HD · 12.4% sh
Michael Bunting8G 14A
0.83 xG/60 · 0 HD · 7.6% sh
Source · MoneyPuck skaters