Backcheck
Recap · VGK at COL

Golden Knights edge the Avalanche in overtime

The Golden Knights won a genuine coin flip — neither side controlled the run of play.

By the ModelJul 12, 11:26 AMxG: xgboost-0.758Edited for clarity
Away
VGK
Vegas Golden Knights
3
Home
COL
Colorado Avalanche
2
FINAL / OT
Process vs result

The underlying story

4.35Expected goals4.36
50% share for the better side
29Shot attempts (SOG)32
6High-danger chances7
73Corsi (all attempts)65
Score-adjusted: 53% / 47%
Source · NHL play-by-play · XGBoost xG

Colorado controlled this game but lost anyway. The Avalanche held 52% of shot attempts and matched Vegas in expected goals (4.36 to 4.35), yet underperformed their xG by 2.36 goals while Vegas underperformed by just 1.35—a chasm that explained the OT result.

The numbers crystallized in high-danger chances: Colorado generated seven, Vegas six. Both teams converted zero. That tie should have favored Colorado's volume, but J. Eichel punished it at 01:19 of overtime.

The goaltending gap was decisive. C. Hart stopped 30 of 32 shots (0.938 SV%, +2.36 vs expected) and was flawless on high-danger opportunities—7-for-7 when the outcome hung in the balance. M. Blackwood made 26 of 29 (0.897 SV%, +1.35), but even his above-expected performance couldn't overcome Colorado's wastefulness. The Avalanche couldn't convert, and Vegas only needed to convert once.

Colorado generated the chances and controlled the game. They just didn't finish. In a contest where both sides squandered high-danger looks, execution in overtime is everything.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VGK0 / 6 · 1.52 xG
COL0 / 7 · 1.71 xG
Medium dangermid-range
VGK3 / 20 · 2.18 xG
COL0 / 20 · 2.12 xG
Low dangerperimeter & point
VGK0 / 47 · 0.64 xG
COL2 / 38 · 0.53 xG

COL went 0-for-20 from medium danger on 2.12 expected goals — 2.1 left on the table.

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

Finishing vs expected

expectedactual
VGK
3 G · 4.35 xG · -1.4
COL
2 G · 4.36 xG · -2.4
012345
Goalies · GSAx (goals saved above expected)
C. HartVGK
+2.4
M. BlackwoodCOL
+1.3

VGK finished -1.4 against expected, COL -2.4 — C. Hart (VGK) saved 2.4 goals above expected.

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

Shot diet

goalsshots
VGK
WRIST1/32
SNAP1/8
SLAP0/3
TIP IN0/6
BACKHAND1/4
DEFLECTED0/0
OTHER0/20
COL
WRIST2/27
SNAP0/12
SLAP0/7
TIP IN0/2
BACKHAND0/4
DEFLECTED0/1
OTHER0/12
VGK
COL
Off the rush
1 G on 33 · 2.82 xG
0 G on 33 · 3.66 xG
Off rebounds
1 G on 7 · 0.93 xG
0 G on 3 · 0.43 xG

Wrist shots carried the volume: VGK went 1-for-32, COL 2-for-27.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
D. Toews
#7 · D · COL
1 G · 0 A · 2 SOG · 26:54 TOI · -1
M. Necas
#88 · C · COL
0 G · 1 A · 2 SOG · 21:51 TOI · -1
J. Eichel
#9 · C · VGK
1 G · 0 A · 4 SOG · 20:44 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • C. Hart (VGK) stopped 2.4 goals above expected.
  • COL couldn't convert — 0/7 on high-danger chances. That won't happen often.
  • VGK couldn't convert — 0/6 on high-danger chances. That won't happen often.
  • COL scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • COL created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • VGK created 7 rebound opportunities (1 converted) — crashing the net effectively.
  • COL underperformed xG by 2.4 — wasted quality chances.
  • C. Hart (VGK) saved 2.4 goals above expected — stole the show.
  • C. Hart was a wall on HD chances — 100% SV on 7 high-danger shots.
Before the game — the model's pre-game read
Preview · VGK at COL · 8:00 PM ET

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

By the ModelJul 12, 11:25 AMEdited for clarity
Win probability

The model's lean

55%
COL
Model favorite
45%
55%
VGK50COL

COL by 10 points of win probability — a modest lean. Projected score VGK 2.42.7 COL; 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 →COL
54.0%5v5 xG%57.0%
52.0%Corsi%57.0%
2.52xGF / 603.03
2.11xGA / 602.30
2.12Goals for / gm2.63
2.10Goals against / gm1.56
0.983PDO — luck, not skill1.021

COL holds 5 of 6 process categories — and PDO (0.983 vs 1.021) says COL has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.4 - 2.7 Colorado victory, giving the Avalanche 55% win probability. The edge is real but modest, rooted in process: Colorado's territorial control is genuine, but masked by unsustainable offensive efficiency that will regress.

The Avalanche dominate possession. They control 57.0% of Corsi and out-expected-goal Vegas 57.0% to 54.0%—a 3-5 point gap in pure driving play. Expect the puck to camp in the Golden Knights' end.

The PDO story is the hedge. Colorado sits at 1.021, overperforming their actual chances through unsustainable shooting and save percentages. Vegas sits at 0.983, running cold and due to regress upward. The Avalanche can't count on repeating their current offensive output; the Golden Knights have margin to improve. Variance typically filters in over multiple games, but a single contest can flip the narrative.

Both teams navigate goaltending uncertainty. M. Blackwood and A. Hill are both on back-to-backs, raising the possibility of backup starts or sputtering starters.

Colorado's offensive load runs through Artturi Lehkonen, whose 1.11 xG/60 and 18 goals with 22 assists makes him the primary engine. His 6 hard-chance goals represent conversion well above league average. Ross Colton (1.10 xG/60, 7G 15A) generates similar chances but converts at only 4.9%—leaving room for positive regression.

Brandon Saad is marked inactive for Vegas. Tomas Hertl fills the offensive role at 0.88 xG/60 with 5 goals, 17 assists, operating at 4.3% shooting. Both teams struggle to score from high-danger chances despite decent volume—a coaching imprint or personnel restraint. Rasmus Andersson anchors Vegas' defense as the weak link; Nazem Kadri does the same for Colorado.

The Avalanche lean is defensible. Their territorial edge is durable, and the model prices in only partial PDO regression. But variance cuts both ways: Colorado's overperforming, Vegas' underperforming, and one game is enough to flip the script. Expect both teams to trend closer to true talent by the final buzzer.

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
COL
Artturi Lehkonen18G 22A
1.11 xG/60 · 6 HD · 14.9% sh
Ross Colton7G 15A
1.10 xG/60 · 1 HD · 4.9% sh
Source · MoneyPuck skaters