Backcheck
Recap · VGK at DAL

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

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

By the ModelJul 12, 6:37 AMxG: xgboost-0.758Edited for clarity
Away
VGK
Vegas Golden Knights
1
Home
DAL
Dallas Stars
2
FINAL
Process vs result

The underlying story

2.30Expected goals3.87
63% share for the better side
27Shot attempts (SOG)16
1High-danger chances8
55Corsi (all attempts)39
Score-adjusted: 59% / 41%
Source · NHL play-by-play · XGBoost xG

Vegas threw 27 shots at the net and lost 2–1. Dallas won by doing more with less.

The Stars controlled 63% of 5v5 expected goals (3.87–2.30), a dominance that explained the outcome despite trailing in shot volume. Dallas held just 37% of shot attempts (16–27), but their chances were sharper. High-danger opportunities went 8–1 in their favor—that asymmetry is where the game was decided.

J. Oettinger made the scoreline credible. He stopped 26 of 27 (0.963 SV%), converting 1.30 goals above expected into a win-salvaging masterclass. A. Hill, meanwhile, saved 1.87 above expected—strong work that happened to come on a night when the Knights generated quantity without quality. Vegas's shot map was busy but hollow: Dallas generated 0.099 xG per shot attempt against 0.042 for the Knights.

The real story was Dallas's net traffic. They created three rebound opportunities and converted two of them, demonstrating that crashing the zone is a system, not an accident. Vegas got three rebounds too and converted none, a gap that suggests the Stars' offense was built around presence while the Knights' was built on hope.

Jamie Benn's batted-in goal from the doorstep (14:16, P2) was the hinge moment—not flashy, just effective.

Where the stat sheet whispers is in how much each team underperformed its chances. Dallas left 1.87 goals on the ice despite superior positioning. Vegas left 1.30. Both teams scored less than the model predicted, which is rarer than you'd think and explains why the margin was narrower than play suggested.

The underlying story is simple: Dallas played a shorter, deadlier game.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VGK0 / 1 · 0.22 xG
DAL1 / 8 · 2.54 xG
Medium dangermid-range
VGK1 / 15 · 1.56 xG
DAL1 / 9 · 0.98 xG
Low dangerperimeter & point
VGK0 / 39 · 0.51 xG
DAL0 / 22 · 0.35 xG

DAL went 1-for-8 from high danger on 2.54 expected goals — 1.5 left on the table.

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

Finishing vs expected

expectedactual
VGK
1 G · 2.30 xG · -1.3
DAL
2 G · 3.87 xG · -1.9
012345
Goalies · GSAx (goals saved above expected)
A. HillVGK
+1.9
J. OettingerDAL
+1.3

VGK finished -1.3 against expected, DAL -1.9 — A. Hill (VGK) saved 1.9 goals above expected.

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

Shot diet

goalsshots
VGK
SNAP1/21
SLAP0/8
TIP IN0/4
WRIST0/2
BACKHAND0/1
BAT0/1
OTHER0/18
DAL
SNAP0/11
SLAP0/3
TIP IN0/6
WRIST0/6
BACKHAND1/2
BAT1/1
OTHER0/10
VGK
DAL
Off the rush
1 G on 24 · 1.81 xG
0 G on 21 · 2.30 xG
Off rebounds
0 G on 3 · 0.26 xG
2 G on 3 · 0.56 xG

Snap shots carried the volume: VGK went 1-for-21, DAL 0-for-11.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
J. Eichel
#9 · C · VGK
1 G · 0 A · 4 SOG · 22:51 TOI · +1
W. Johnston
#53 · C · DAL
0 G · 1 A · 1 SOG · 22:51 TOI · -1
S. Theodore
#27 · D · VGK
0 G · 1 A · 1 SOG · 21:56 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • VGK generated higher-quality looks than the shot total suggests.
  • A. Hill (VGK) stopped 1.9 goals above expected.
  • DAL generated far more dangerous chances — 0.099 xG/shot vs 0.042. Quality over quantity.
  • DAL created 3 rebound opportunities (2 converted) — crashing the net effectively.
  • VGK created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • DAL underperformed xG by 1.9 — wasted quality chances.
  • A. Hill (VGK) saved 1.9 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · VGK at DAL · 8:00 PM ET

Golden Knights at Stars: a genuine coin flip

By the ModelJul 12, 6:36 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 Vegas at 51% win probability—as close to a pick'em as the NHL allows. The underlying numbers agree: VGK's superior shot quality (54.0% xG% to Dallas's 51.0%) and territorial control (52.0% Corsi%) offset the Stars' recent heater (9-0-1 in their last 10).

The real story is regression. Dallas's 1.024 PDO suggests some luck baked in; Vegas's 0.983 suggests the opposite. The Knights should trend upward from here, the Stars downward. That equalizes what appears to be a Dallas hot streak.

Goaltending adds wrinkle: A. Hill works the second end of a back-to-back, which may shuffle the net for Vegas.

The Golden Knights' xG% advantage rests on two: Brandon Saad (0.91 xG/60, 3G 6A with 1 HD goal on 4.1% shooting) drives volume, while Tomas Hertl (0.88 xG/60, 5G 17A, 1 HD goal at 4.3%) converts at a lower rate than his shot volume suggests. Both warrant attention.

Dallas counters with Jason Robertson (0.96 xG/60, 25G 21A, 2 HD goals at 12.4% shooting), who leads the matchup in both volume and efficiency. Michael Bunting (0.83 xG/60, 8G 14A at 7.6% shooting) generates clean looks but hasn't yet cashed the most dangerous ones. Neither team generates HD goals reliably at even strength—VGK and Dallas both sit at 0% of their scoring from high-danger rebounds—so finish matters.

Defensively, watch Rasmus Andersson for Vegas and Tyler Myers for Dallas as potential weak links in their respective systems.

The model is right: this is a coin flip tilted only by the regression narrative. Vegas should get better, Dallas regression-prone. That's barely enough edge for play.

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