Backcheck
Recap · WSH at EDM

Oilers run the Capitals off the ice on the underlying numbers

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

By the ModelJul 12, 2:29 AMxG: xgboost-0.758Edited for clarity
Away
WSH
Washington Capitals
5
Home
EDM
Edmonton Oilers
6
FINAL / OT
Process vs result

The underlying story

3.87Expected goals7.64
66% share for the better side
27Shot attempts (SOG)40
5High-danger chances15
65Corsi (all attempts)76
Score-adjusted: 45% / 55%
Source · NHL play-by-play · XGBoost xG

The Oilers' 6-5 overtime victory conceals a goaltending story. Edmonton controlled 66% of 5v5 expected goals (7.64–3.87) and dominated high-danger chances 15–5, yet C. Lindgren stopped 1.64 goals above expected, keeping Washington in a contest that underlying metrics suggested was decided.

The Oilers underperformed their xG by 1.64 goals—wasted quality chances. C. Ingram gave up 1.28 goals more than expected on a lighter workload (0.750 SV%), variance that tightened what the numbers indicated should have been a larger margin.

Edmonton's superiority was structural. The Oilers generated far more dangerous chances—0.101 xG per shot against Washington's 0.060—and were lethal on the rush with 3 goals on 41 chances. The Capitals scored twice on 29 rush attempts.

Both teams scored three goals from low-danger areas. The game was open—20 high-danger chances combined—yet the high-danger differential (15–5) and shot-attempt ratio (40–27) made the reality clear: Edmonton was the better team, and goaltending variance kept it competitive.

E. Bouchard drove play all night with 3 goals and 3 assists in 29:25. C. McDavid's backhander from the doorstep at 00:47 of overtime ended it—the inevitable result of Edmonton's dominance.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
WSH1 / 5 · 1.14 xG
EDM2 / 15 · 4.56 xG
Medium dangermid-range
WSH1 / 20 · 2.09 xG
EDM1 / 22 · 2.42 xG
Low dangerperimeter & point
WSH3 / 40 · 0.64 xG
EDM3 / 39 · 0.66 xG

EDM went 2-for-15 from high danger on 4.56 expected goals — 2.6 left on the table.

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

Finishing vs expected

expectedactual
WSH
5 G · 3.87 xG · +1.1
EDM
6 G · 7.64 xG · -1.6
012345678
Goalies · GSAx (goals saved above expected)
C. LindgrenWSH
+1.6
T. JarryEDM
+0.2
C. IngramEDM
-1.3

WSH finished +1.1 against expected, EDM -1.6 — C. Lindgren (WSH) saved 1.6 goals above expected.

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

Shot diet

goalsshots
WSH
WRIST2/26
SNAP1/3
TIP IN1/6
SLAP0/6
BACKHAND0/1
DEFLECTED0/2
WRAP AROUND0/0
POKE0/1
BAT1/1
OTHER0/19
EDM
WRIST2/11
SNAP2/29
TIP IN1/4
SLAP0/4
BACKHAND1/6
DEFLECTED0/2
WRAP AROUND0/2
POKE0/0
BAT0/0
OTHER0/18
WSH
EDM
Off the rush
2 G on 29 · 2.35 xG
3 G on 41 · 5.47 xG
Off rebounds
2 G on 8 · 1.07 xG
0 G on 4 · 1.19 xG

Wrist shots carried the volume: WSH went 2-for-26, EDM 2-for-11. EDM scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
E. Bouchard
#2 · D · EDM
3 G · 3 A · 8 SOG · 29:25 TOI · +5
C. McDavid
#97 · C · EDM
2 G · 3 A · 9 SOG · 28:43 TOI · +5
L. Draisaitl
#29 · C · EDM
0 G · 3 A · 4 SOG · 26:16 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • C. Lindgren (WSH) stopped 1.6 goals above expected.
  • C. Ingram (EDM) gave up 1.3 goals more than expected — well below their workload.
  • Open game — 20 high-danger chances combined (EDM 15, WSH 5).
  • EDM generated far more dangerous chances — 0.101 xG/shot vs 0.060. Quality over quantity.
  • EDM scored 3 goals from low-danger spots — the opposing goalie needs to have those.
  • WSH scored 3 goals from low-danger spots — the opposing goalie needs to have those.
  • EDM was lethal off the rush — 3 goals on 41 rush chances.
  • WSH was lethal off the rush — 2 goals on 29 rush chances.
  • EDM created 4 rebound opportunities (0 converted) — crashing the net effectively.
  • WSH created 8 rebound opportunities (2 converted) — crashing the net effectively.
  • EDM underperformed xG by 1.6 — wasted quality chances.
Before the game — the model's pre-game read
Preview · WSH at EDM · 10:00 PM ET

Capitals at Oilers: a genuine coin flip

By the ModelJul 12, 2:28 AMEdited for clarity
Win probability

The model's lean

54%
EDM
Model favorite
46%
54%
WSH50EDM

EDM by 8 points of win probability — a modest lean. Projected score WSH 2.52.8 EDM; 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 →EDM
50.0%5v5 xG%52.0%
49.0%Corsi%50.0%
2.62xGF / 602.64
2.62xGA / 602.47
2.18Goals for / gm2.13
1.79Goals against / gm2.29
1.018PDO — luck, not skill0.982

EDM holds 4 of 6 process categories — and PDO (1.018 vs 0.982) says WSH has run hotter.

Source · MoneyPuck season tables · 5v5

The model says pass. With Edmonton favored at 54% win probability and a projected range of 2.5 to 2.8 goals separating them, this is as close to a toss-up as professional hockey produces.

The Oilers are the hotter team on record—5-3-2 in their last ten games—but Washington's underlying numbers are better. The Capitals sit at 50.0% expected goals share and 49.0% Corsi, while Edmonton is at 52.0% and 50.0% respectively. The teams are separated not by dominance but by variance.

Here's where it gets interesting: Edmonton's PDO of 0.982 signals cold-shooting regression waiting to happen. They're converting at rates below expectation, which typically corrects upward. Washington's PDO sits at 1.018—running hot—which suggests the opposite: some of their recent success is unsustainable. This is not random variance; it's the difference between a team that earned a lead and a team that lucked into one.

One tactical edge favors Edmonton: Washington carries a -5 goal differential over its last ten, meaning depth scoring has stalled. But that gap tightens when you measure what each team is actually generating at 5-on-5.

Goaltending introduces noise. T. Jarry works a back-to-back for Washington, creating uncertainty around whether he'll start or a backup inherits the workload. Fresh against tired is one of hockey's most reliable edges, and Edmonton can exploit it if the Capitals opt for rest.

Players to Watch

Washington

  • Alex Ovechkin — 0.97 xG/60, 19G 17A, 13.8% shooting
  • Anthony Beauvillier — 0.89 xG/60, 14G 9A, 10.4% shooting

Edmonton

  • Zach Hyman — 1.23 xG/60, 14G 13A, 13.0% shooting
  • Connor McDavid — 0.92 xG/60, 25G 33A, 13.7% shooting

The Capitals can beat Edmonton. Edmonton can beat Washington. The model sees them as functionally equivalent. In games like this, you're not predicting a winner—you're estimating the margin of chaos.

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
EDM
Zach Hyman14G 13A
1.23 xG/60 · 1 HD · 13.0% sh
Connor McDavid25G 33A
0.92 xG/60 · 5 HD · 13.7% sh
Source · MoneyPuck skaters