Backcheck
Recap · VGK at CHI

Blackhawks edge the Golden Knights in overtime

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

By the ModelJul 11, 11:15 PMxG: xgboost-0.758Edited for clarity
Away
VGK
Vegas Golden Knights
2
Home
CHI
Chicago Blackhawks
3
FINAL / OT
Process vs result

The underlying story

2.88Expected goals3.61
56% share for the better side
15Shot attempts (SOG)20
7High-danger chances9
41Corsi (all attempts)58
Score-adjusted: 39% / 61%
Source · NHL play-by-play · XGBoost xG

Chicago's dominance was thorough enough that the 3–2 overtime result felt predetermined — the Blackhawks controlled 56% of expected goals (3.61–2.88) and generated 57% of shot attempts, 20–15 on goal. They clobbered Vegas on high-danger chances, 9–7.

The Blackhawks converted efficiently off the rush: two goals from 24 chances. Vegas matched that conversion (2 goals on 19 rush attempts) but couldn't overcome the volume deficit. Rebounds decided secondary battles. Chicago created six and converted one; Vegas generated four and capitalized on zero, evidence of a night spent chasing rather than dictating.

Vegas underperformed their expected goals by 0.88. A. Schmid made 17 saves on 20 shots (0.850 SV%, +0.61 vs. expected)—a very solid performance—but his team lacked the volume to overcome Chicago's superiority. A. Soderblom answered with excellence: 13 saves on 15 shots (0.867 SV%, +0.88), denying Vegas any path to victory.

The end arrived at 01:18 of overtime when Tyler Bertuzzi fired a snap shot from the doorstep, ending a game Chicago controlled from start to finish.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VGK1 / 7 · 1.64 xG
CHI2 / 9 · 1.98 xG
Medium dangermid-range
VGK1 / 8 · 0.77 xG
CHI0 / 11 · 1.27 xG
Low dangerperimeter & point
VGK0 / 26 · 0.46 xG
CHI1 / 38 · 0.35 xG

CHI went 0-for-11 from medium danger on 1.27 expected goals — 1.3 left on the table.

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

Finishing vs expected

expectedactual
VGK
2 G · 2.88 xG · -0.9
CHI
3 G · 3.61 xG · -0.6
01234
Goalies · GSAx (goals saved above expected)
A. SchmidVGK
+0.6
A. SoderblomCHI
+0.9

VGK finished -0.9 against expected, CHI -0.6 — A. Soderblom (CHI) saved 0.9 goals above expected.

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

Shot diet

goalsshots
VGK
WRIST2/21
SNAP0/2
BACKHAND0/3
SLAP0/3
TIP IN0/2
BAT0/0
POKE0/0
DEFLECTED0/0
OTHER0/10
CHI
WRIST2/27
SNAP1/3
BACKHAND0/1
SLAP0/1
TIP IN0/1
BAT0/2
POKE0/1
DEFLECTED0/1
OTHER0/21
VGK
CHI
Off the rush
2 G on 19 · 2.05 xG
2 G on 24 · 2.19 xG
Off rebounds
0 G on 4 · 0.66 xG
1 G on 6 · 1.13 xG

Wrist shots carried the volume: VGK went 2-for-21, CHI 2-for-27. VGK scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
T. Bertuzzi
#59 · L · CHI
3 G · 0 A · 5 SOG · 19:01 TOI · +3
A. Burakovsky
#28 · L · CHI
0 G · 2 A · 1 SOG · 18:27 TOI · +2
A. Levshunov
#55 · D · CHI
0 G · 1 A · 3 SOG · 23:39 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • Open game — 16 high-danger chances combined (CHI 9, VGK 7).
  • CHI was lethal off the rush — 2 goals on 24 rush chances.
  • VGK was lethal off the rush — 2 goals on 19 rush chances.
  • CHI created 6 rebound opportunities (1 converted) — crashing the net effectively.
  • VGK created 4 rebound opportunities (0 converted) — crashing the net effectively.
Before the game — the model's pre-game read
Preview · VGK at CHI · 7:00 PM ET

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

By the ModelJul 11, 11:14 PMEdited for clarity
Win probability

The model's lean

58%
VGK
Model favorite
58%
42%
VGK50CHI

VGK by 16 points of win probability — a clear lean. Projected score VGK 2.72.3 CHI; 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 →CHI
54.0%5v5 xG%42.0%
52.0%Corsi%46.0%
2.52xGF / 602.17
2.11xGA / 602.94
2.12Goals for / gm1.84
2.10Goals against / gm2.41
0.983PDO — luck, not skill0.996

VGK holds 6 of 6 process categories — and PDO (0.983 vs 0.996) says CHI has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects Vegas at 58% win probability, with a 2.7 - 2.2 goal expectation — a comfortable edge rooted in fundamental dominance rather than variance. This is the kind of gap that doesn't close without a collapse in underlying play.

Vegas owns the underlying advantage decisively. Their 54.0% expected goal share at 5v5 reflects territorial control; Chicago's 42.0% xG% means they're being outworked consistently. The Corsi gap reinforces it — Vegas at 52.0% to Chicago's 46.0% — so expect Vegas to dictate pace and shot volume.

Chicago enters wounded. They're -16 on goal differential over their last 10, which suggests they're not just underperforming but actively getting pushed around. Vegas is -5 in that same window, a meaningful difference but still bleeding on the scoreboard despite the superior underlying numbers.

That gap between process and results points to where the edge lives. Vegas's PDO sits at 0.983 — cold, factually. Chicago's is 0.996, running at close to expected value. If Vegas's underlying play is real (and the xG and Corsi say it is), positive PDO regression is coming. Chicago, meanwhile, has minimal room to outrun their luck further. That's asymmetry the model is pricing in.

The teams' special-teams profiles don't move the needle — both stand at 0% on high-danger goal rates and rebound goals, so 5v5 play is the theater. Vegas's weak point defensively is Rasmus Andersson, though Chicago's Anton Frondell presents an equivalent liability on the other side.

Players to Watch:

Vegas: Brandon Saad carries 0.91 xG/60 with 3 goals and 6 assists, though he's marked likely out. If active, he's a primary threat. Tomas Hertl, generating 0.88 xG/60 with 5 goals and 17 assists on a 4.3% shooting rate, is the cleaner bet to influence the game.

Chicago: Tyler Bertuzzi is the dangerous one — 20 goals on 0.85 xG/60 and an 18.0% shooting rate signal both volume and clinical finishing. Connor Bedard (0.82 xG/60, 17 goals, 27 assists) is the creator; his 11.8% shooting rate shows he's converting opportunities at an elite clip.

Vegas should win this. The model's conviction reflects a team that's been the better side and is due for variance to normalize in their favor.

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
CHI
Tyler Bertuzzi20G 15A
0.85 xG/60 · 7 HD · 18.0% sh
Connor Bedard17G 27A
0.82 xG/60 · 5 HD · 11.8% sh
Source · MoneyPuck skaters