Backcheck
Recap · VGK at BOS

Bruins steal one from the Golden Knights against the run of play

The Bruins stole one. They lost the expected-goals battle 5.44–3.37 and won anyway.

By the ModelJul 12, 2:03 AMxG: xgboost-0.758Edited for clarity
Away
VGK
Vegas Golden Knights
3
Home
BOS
Boston Bruins
4
FINAL
Process vs result

The underlying story

5.44Expected goals3.37
62% share for the better side
33Shot attempts (SOG)29
11High-danger chances8
68Corsi (all attempts)58
Score-adjusted: 60% / 40%
Source · NHL play-by-play · XGBoost xG

The Bruins won 4-3 in a game that xG says they had no business winning. Vegas controlled play decisively, with 62% of expected goals (5.44 to Boston's 3.37). The Bruins were the worse team on ice; they just had a goaltender playing out of his mind.

J. Korpisalo stopped 30 of 33 shots, bailing out Boston with 2.44 goals of overperformance. Across the ice, A. Schmid faced fewer high-danger chances—the Golden Knights hoarded 11 to Boston's 8—but still allowed the result to slip away, finishing -0.63 against his xG.

The through-line was goaltending, not mechanics. Vegas generated higher-quality looks (0.080 xG per shot versus Boston's 0.058). That precision didn't translate to the scoresheet. The Bruins, meanwhile, were lethal in transition: three goals on 24 rush chances to Vegas's two on 30. Boston also found success in low-danger areas, converting two goals the opposing goalie should have had.

Pavel Dorofeyev's snap shot from a sharp angle (P3, 17:25) stands as the turning point, emblematic of the push Vegas couldn't complete despite the statistical edge.

The Golden Knights underperformed their xG by 2.44 goals. Boston escaped with a heist, winning despite 47% of shot attempts and 38% of expected goals. That's not sustainable, and Vegas's analytics will sting afterward.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VGK2 / 11 · 3.15 xG
BOS1 / 8 · 1.83 xG
Medium dangermid-range
VGK1 / 16 · 1.83 xG
BOS1 / 8 · 0.87 xG
Low dangerperimeter & point
VGK0 / 41 · 0.45 xG
BOS2 / 42 · 0.67 xG

BOS went 2-for-42 from low danger on 0.67 expected goals — 1.3 above expected.

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

Finishing vs expected

expectedactual
VGK
3 G · 5.44 xG · -2.4
BOS
4 G · 3.37 xG · +0.6
0123456
Goalies · GSAx (goals saved above expected)
A. SchmidVGK
-0.6
J. KorpisaloBOS
+2.4

VGK finished -2.4 against expected, BOS +0.6 — J. Korpisalo (BOS) saved 2.4 goals above expected.

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

Shot diet

goalsshots
VGK
WRIST1/30
SNAP2/5
SLAP0/2
BACKHAND0/2
TIP IN0/5
WRAP AROUND0/1
DEFLECTED0/1
OTHER0/22
BOS
WRIST2/14
SNAP1/10
SLAP1/12
BACKHAND0/4
TIP IN0/0
WRAP AROUND0/1
DEFLECTED0/1
OTHER0/16
VGK
BOS
Off the rush
2 G on 30 · 3.00 xG
3 G on 24 · 1.93 xG
Off rebounds
1 G on 6 · 1.87 xG
0 G on 8 · 1.27 xG

Wrist shots carried the volume: VGK went 1-for-30, BOS 2-for-14. BOS scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
D. Pastrnak
#88 · R · BOS
1 G · 2 A · 6 SOG · 17:32 TOI
J. Eichel
#9 · C · VGK
1 G · 1 A · 4 SOG · 22:38 TOI · +2
E. Lindholm
#28 · C · BOS
1 G · 1 A · 3 SOG · 19:44 TOI · -1
Ranked from the box score — points first · Backcheck
What the model flagged
  • BOS won despite being outplayed by xG (38%). Goaltending or finishing carried them.
  • BOS had the shot volume but the chances weren't dangerous.
  • J. Korpisalo (BOS) stopped 2.4 goals above expected.
  • Open game — 19 high-danger chances combined (BOS 8, VGK 11).
  • VGK had the higher quality looks — 0.080 xG/shot vs 0.058.
  • BOS scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • BOS was lethal off the rush — 3 goals on 24 rush chances.
  • VGK was lethal off the rush — 2 goals on 30 rush chances.
  • BOS created 8 rebound opportunities (0 converted) — crashing the net effectively.
  • VGK created 6 rebound opportunities (1 converted) — crashing the net effectively.
  • VGK underperformed xG by 2.4 — wasted quality chances.
  • J. Korpisalo (BOS) saved 2.4 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · VGK at BOS · 7:00 PM ET

Golden Knights at Bruins: a genuine coin flip

By the ModelJul 12, 2:01 AMEdited for clarity
Win probability

The model's lean

54%
VGK
Model favorite
54%
46%
VGK50BOS

VGK by 8 points of win probability — a modest lean. Projected score VGK 2.62.4 BOS; 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 →BOS
54.0%5v5 xG%47.0%
52.0%Corsi%49.0%
2.52xGF / 602.39
2.11xGA / 602.67
2.12Goals for / gm2.22
2.10Goals against / gm1.82
0.983PDO — luck, not skill1.023

VGK holds 4 of 6 process categories — and PDO (0.983 vs 1.023) says BOS has run hotter.

Source · MoneyPuck season tables · 5v5

Vegas edges Boston in underlying play—but barely. The model projects 2.6-2.4 Golden Knights with 54% win probability, about as close to a pick'em as you'll find.

The Golden Knights own the territorial game. They generate 54.0% expected goals at 5v5 and drive 52.0% of shot attempts. Boston's puck luck runs hotter: their 1.023 PDO means they're overperforming their chances, while Vegas' 0.983 PDO signals regression incoming—exactly the variance that flips close games.

J. Swayman's workload affects Boston's ceiling. On a back-to-back, he may start fresh or give way to a backup.

Vegas' offense hinges on Brandon Saad and Tomas Hertl. Saad (0.91 xG/60, 3G 6A, 1 HD goal, 4.1% shooting) generates volume without consistent finishing. Hertl (0.88 xG/60, 5G 17A, 1 HD goal, 4.3% shooting) shoots at only 4.3%, a low rate that signals conversion upside. Boston counters with Viktor Arvidsson (1.04 xG/60, 18G 24A, 2 HD goals, 13.0% shooting)—finishing at 13.0%, he's the Bruins' lifeline. Tanner Jeannot (0.75 xG/60, 6G 14A, 2 HD goals, 8.3% shooting) outperforms his underlying metrics.

Rasmus Andersson is Vegas' defensive weak link; Elias Lindholm is Boston's. Both teams fail to generate hard-contact or rebound goals—neither tolerates sloppy transitions.

That 54% win probability means luck decides it.

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
BOS
Viktor Arvidsson18G 24A
1.04 xG/60 · 2 HD · 13.0% sh
Tanner Jeannot6G 14A
0.75 xG/60 · 2 HD · 8.3% sh
Source · MoneyPuck skaters