Backcheck
Recap · VGK at VAN

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

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

By the ModelJul 12, 10:49 AMxG: xgboost-0.758Edited for clarity
Away
VGK
Vegas Golden Knights
2
Home
VAN
Vancouver Canucks
1
FINAL
Process vs result

The underlying story

3.93Expected goals1.69
70% share for the better side
29Shot attempts (SOG)11
4High-danger chances1
64Corsi (all attempts)43
Score-adjusted: 59% / 41%
Source · NHL play-by-play · XGBoost xG

Vegas's 70% share of expected goals (3.93–1.69) tells the real story: the Golden Knights didn't edge Vancouver by one goal—they ran them off the ice. The Canucks won just 28% of shot attempts (11–29) and generated only 1.69 xG. High-danger chances went 1–4 in Vegas's favor.

N. Tolopilo (VAN) was the only reason the score stayed competitive. He saved 1.93 goals above expected (27/29, 0.931 SV%), absorbing everything Vegas threw at net. C. Hart (VGK) also outperformed (+0.69 vs expected, 10/11, 0.909 SV%), though Vegas's dominance didn't hinge on goaltending.

Vegas's shot quality separated them. The Golden Knights generated 0.061 expected goals per attempt; Vancouver, 0.039. On the rush, Vegas converted twice on 27 chances. In the red zone, both teams created rebound opportunities (VGK: 4, VAN: 3) but neither converted second chances—a wash in finish, not in dominance.

Cole Smith's snap shot from the high slot (P3, 12:13) stood as the game-winner. It embodied the pattern: Vegas's chances were sharper and harder to stop. B. McNabb (1G, 21:23) and S. Theodore (1A, 20:37) led the charge. T. Blueger (1A, 14:38) was Vancouver's most effective.

The underlying numbers didn't just back Vegas's result—they made it look conservative. The Golden Knights controlled the game start to finish, converted on moments that mattered, and left Vancouver with nowhere to go.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VGK0 / 4 · 0.93 xG
VAN0 / 1 · 0.18 xG
Medium dangermid-range
VGK1 / 23 · 2.56 xG
VAN0 / 11 · 1.23 xG
Low dangerperimeter & point
VGK1 / 37 · 0.44 xG
VAN1 / 31 · 0.28 xG

VGK went 1-for-23 from medium danger on 2.56 expected goals — 1.6 left on the table.

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

Finishing vs expected

expectedactual
VGK
2 G · 3.93 xG · -1.9
VAN
1 G · 1.69 xG · -0.7
012345
Goalies · GSAx (goals saved above expected)
C. HartVGK
+0.7
N. TolopiloVAN
+1.9

VGK finished -1.9 against expected, VAN -0.7 — N. Tolopilo (VAN) saved 1.9 goals above expected.

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

Shot diet

goalsshots
VGK
WRIST0/11
SNAP2/20
SLAP0/7
TIP IN0/6
BACKHAND0/1
DEFLECTED0/2
OTHER0/17
VAN
WRIST0/14
SNAP1/1
SLAP0/3
TIP IN0/3
BACKHAND0/2
DEFLECTED0/0
OTHER0/20
VGK
VAN
Off the rush
2 G on 27 · 2.24 xG
1 G on 14 · 1.03 xG
Off rebounds
0 G on 4 · 0.81 xG
0 G on 3 · 0.48 xG

Wrist shots carried the volume: VGK went 0-for-11, VAN 0-for-14. VGK scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
B. McNabb
#3 · D · VGK
1 G · 0 A · 1 SOG · 21:23 TOI · +2
S. Theodore
#27 · D · VGK
0 G · 1 A · 1 SOG · 20:37 TOI · +2
T. Blueger
#53 · C · VAN
0 G · 1 A · 0 SOG · 14:38 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • N. Tolopilo (VAN) stopped 1.9 goals above expected.
  • VGK had the higher quality looks — 0.061 xG/shot vs 0.039.
  • VGK was lethal off the rush — 2 goals on 27 rush chances.
  • VAN created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • VGK created 4 rebound opportunities (0 converted) — crashing the net effectively.
  • VGK underperformed xG by 1.9 — wasted quality chances.
  • N. Tolopilo (VAN) saved 1.9 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · VGK at VAN · 10:00 PM ET

The Golden Knights are the model's lean over the Canucks — with PDO regression in play

By the ModelJul 12, 10:47 AMEdited for clarity
Win probability

The model's lean

57%
VGK
Model favorite
57%
43%
VGK50VAN

VGK by 14 points of win probability — a modest lean. Projected score VGK 2.72.3 VAN; 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 →VAN
54.0%5v5 xG%44.0%
52.0%Corsi%46.0%
2.52xGF / 602.22
2.11xGA / 602.81
2.12Goals for / gm1.60
2.10Goals against / gm2.56
0.983PDO — luck, not skill0.974

VGK holds 6 of 6 process categories — and PDO (0.983 vs 0.974) says VGK has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects Vegas at 57% win probability, with a projected score of 2.7–2.3 in VGK's favor. This edge rests on territorial dominance that hasn't yet fully translated to the scoreboard.

Vegas is the form team. They've gone 4-4-2 in their last 10, while Vancouver sits underwater at -19 goal differential over the same stretch. More importantly, the underlying play is a rout: Vegas dominates at 54.0% expected goals and 52.0% Corsi, suggesting the Golden Knights should own the game's flow.

But here's the regression watch. Both teams are running cold on PDO—Vegas at 0.983, Vancouver at 0.974—which means both are due for positive regression. For a Vegas team with superior xG generation, PDO regression works as a tailwind. For Vancouver, it's a lifeline that doesn't fully close the talent gap.

The player watch has caveats. Brandon Saad is likely out for Vegas, undercutting the Golden Knights' most efficient scorer (0.91 xG/60, 3G 6A, 1 hard-chance goal, 4.1% shooting). That leaves Tomas Hertl (0.88 xG/60, 5G 17A, 1 hard-chance goal, 4.3% shooting) as the offensive centerpiece.

Vancouver's Filip Chytil hasn't played in 64 days and is likely out as well, removing a scorer who'd been hot (1.03 xG/60, 3G 0A, 15.0% shooting). Drew O'Connor (0.85 xG/60, 13G 11A, 3 hard-chance goals, 11.8% shooting) carries the secondary load, but secondary doesn't win when you're already down in 5v5 generation.

Tactically, neither team generates from hard chances or rebounds—both sit at 0% in each category—which means the game tilts toward volume and luck. Vegas's defensive weak link is Rasmus Andersson; Vancouver's is Victor Mancini. With the underlying edges held by Vegas and both teams primed for positive PDO regression, the Golden Knights' 57% lean is deserved.

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
VAN
Filip Chytil3G 0A
1.03 xG/60 · 1 HD · 15.0% sh
Drew O'Connor13G 11A
0.85 xG/60 · 3 HD · 11.8% sh
Source · MoneyPuck skaters