Backcheck
Recap · WSH at VGK

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

The Capitals stole one. They lost the expected-goals battle 2.17–4.36 and won anyway.

By the ModelJul 12, 9:24 AMxG: xgboost-0.758Edited for clarity
Away
WSH
Washington Capitals
5
Home
VGK
Vegas Golden Knights
4
FINAL / OT
Process vs result

The underlying story

2.17Expected goals4.36
67% share for the better side
22Shot attempts (SOG)29
0High-danger chances6
44Corsi (all attempts)62
Score-adjusted: 40% / 60%
Source · NHL play-by-play · XGBoost xG

Washington won 5–4 in a shootout despite losing the xG battle 4.36–2.17, a 67–33 deficit that should have buried them. Vegas controlled 67% of expected goals at 5v5. This was a heist that didn't pay.

The metrics reveal a lopsided game. Vegas out-attempted Washington 29–22 on shots and generated six high-danger chances to zero. Their shot efficiency—0.070 expected goals per attempt—dwarfed Washington's 0.049. Yet on the rush, Washington was lethal: four goals on 25 chances to Vegas's three on 31. One team maximized scarce chances; the other wasted dominance.

A. Hill (Vegas) faltered against his workload, allowing 1.83 goals above expectation on 22 shots. L. Thompson (Washington) stood tall with 0.862 in save percentage despite 29 attempts. Vegas created three rebound opportunities and buried zero. Washington's power play was surgical: two goals on 11 shots.

Washington overperformed their xG by 1.8 goals—elite finishing or fortune will show on tape. Dylan Strome's backhander from the doorstep in the shootout decided it, transforming a night where Vegas deserved a comfortable margin into an upset.

J. Eichel (Vegas) paced the play with 1 goal and 2 assists in 23:23. R. Andersson (Vegas) added 1 goal, 1 assist in 23:20. J. Sourdif (Washington) recorded 1 goal, 1 assist in 17:34.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
WSH0 / 0 · 0.00 xG
VGK1 / 6 · 1.90 xG
Medium dangermid-range
WSH3 / 16 · 1.76 xG
VGK2 / 15 · 1.84 xG
Low dangerperimeter & point
WSH1 / 28 · 0.41 xG
VGK1 / 41 · 0.63 xG

WSH went 3-for-16 from medium danger on 1.76 expected goals — 1.2 above expected.

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

Finishing vs expected

expectedactual
WSH
5 G · 2.17 xG · +2.8
VGK
4 G · 4.36 xG · -0.4
0123456
Goalies · GSAx (goals saved above expected)
L. ThompsonWSH
+0.4
A. HillVGK
-1.8

WSH finished +2.8 against expected, VGK -0.4 — A. Hill (VGK) allowed 1.8 more goals than expected.

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

Shot diet

goalsshots
WSH
WRIST1/14
SNAP2/8
SLAP0/5
TIP IN1/2
BACKHAND0/3
DEFLECTED0/0
OTHER0/12
VGK
WRIST2/25
SNAP2/8
SLAP0/8
TIP IN0/4
BACKHAND0/2
DEFLECTED0/1
OTHER0/14
WSH
VGK
Off the rush
4 G on 25 · 1.97 xG
3 G on 31 · 3.25 xG
Off rebounds
0 G on 1 · 0.13 xG
0 G on 3 · 0.34 xG

Wrist shots carried the volume: WSH went 1-for-14, VGK 2-for-25. WSH scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
J. Eichel
#9 · C · VGK
1 G · 2 A · 2 SOG · 23:23 TOI · +2
R. Andersson
#4 · D · VGK
1 G · 1 A · 2 SOG · 23:20 TOI · +2
J. Sourdif
#34 · C · WSH
1 G · 1 A · 4 SOG · 17:34 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • WSH stole this one. VGK owned 67% of the xG and lost.
  • WSH generated higher-quality looks than the shot total suggests.
  • A. Hill (VGK) gave up 1.8 goals more than expected — well below their workload.
  • VGK generated far more dangerous chances — 0.070 xG/shot vs 0.049. Quality over quantity.
  • VGK was lethal off the rush — 3 goals on 31 rush chances.
  • WSH was lethal off the rush — 4 goals on 25 rush chances.
  • VGK created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • WSH outperformed their expected goals by 1.8 — elite finishing or lucky bounces.
  • WSH power play was dominant — 2 PPG on 11 PP shots (0.81 xG).
Before the game — the model's pre-game read
Preview · WSH at VGK · 10:30 PM ET

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

By the ModelJul 12, 9:22 AMEdited for clarity
Win probability

The model's lean

56%
VGK
Model favorite
44%
56%
WSH50VGK

VGK by 12 points of win probability — a modest lean. Projected score WSH 2.42.7 VGK; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season profile · edge from the spine

Tale of the tape

WSH← edge
edge →VGK
50.0%5v5 xG%54.0%
49.0%Corsi%52.0%
2.62xGF / 602.52
2.62xGA / 602.11
2.18Goals for / gm2.12
1.79Goals against / gm2.10
1.018PDO — luck, not skill0.983

The season numbers split 33 — no clear process edge — and PDO (1.018 vs 0.983) says WSH has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.4–2.7 goal Vegas win and gives the Golden Knights 56% win probability. The edge rests on underlying play and PDO regression: Vegas controls shot quality but runs cold; Washington runs hot and due for a correction.

The Capitals are the hotter team by recent points pace, going 5-3-2 over their last 10. Vegas, meanwhile, sit underwater at -7 goal differential across the same span—a sign of execution failure more than competence.

At 5v5, Vegas owns the territorial advantage. The Golden Knights generate 54.0% xG to Washington's 50.0%, and drive Corsi at 52.0% against 49.0%. These metrics forecast that Vegas should control play, dictate pace, and create more dangerous looks. The Capitals will spend time in their own zone.

The PDO split tells the variance story. Vegas runs at 0.983—cold, due for positive regression. Washington sits at 1.018—hot, due for regression of its own. Vegas's underlying dominance hasn't translated to results; Washington's lower underlying numbers have. When these normalize, the model favors Vegas.

Both teams face goaltending questions. A. Hill faces a back-to-back, as does L. Thompson. Watch for a backup start or tired starter from either side.

Vegas's edge flows through star power and shot generation. Alex Ovechkin remains Washington's engine at 19 goals, 17 assists, and 0.97 xG per 60 minutes—elite volume and efficient production paired with two high-danger goals. Anthony Beauvillier runs 10.4% shooting on 0.89 xG/60, suggesting both volume and luck; expect some normalization.

For Vegas, Brandon Saad projects at 0.91 xG/60 but carries a marking as likely out—check the latest lineup before puck drop. Tomas Hertl (5 goals, 17 assists, 0.88 xG/60) is the reliable secondary option at 4.3% shooting, indicating he's still finding low-danger looks despite the assist total.

Washington's defensive weak link is Declan Chisholm; Vegas's is Rasmus Andersson. Neither team shows strong high-danger or rebound conversion at the macro level, so the edge is in sustained play dominance, not breakdowns.

Computed danger · scouting

Players to watch

WSH
Alex Ovechkin19G 17A
0.97 xG/60 · 2 HD · 13.8% sh
Anthony Beauvillier14G 9A
0.89 xG/60 · 2 HD · 10.4% sh
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
Source · MoneyPuck skaters