Motion-blurred skater in a Edmonton Oilers sweater
Breakdown · WSH at EDM

Oilers run the Capitals off the ice on the underlying numbers

The verdict · earned

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

WSH 5 · EDM 6
◆ By the ModelJul 12, 2:29 AMxG: xgboost-0.758Edited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

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.

The breakdown in twelve frames

Swipe it

Every number is from this page
Final · OT · Jan 24
WSH
5
EDM
6

Oilers run the Capitals off the ice on the underlying numbers

Chances 3.9 – 7.6Did they deserve it? →
Did they deserve it?

The Oilers earned this one.

Expected goals · chance value
WSH
3.87
EDM
7.64
34% of the chances66%

The board read WSH 5, EDM 6. The chances read WSH 3.9, EDM 7.6.

Our xG model · NHL play-by-play · all situations
Luck check
EDM
−1.6
goals above expected
EDM7.64 expected · 6 scored
Expected
Scored
WSH3.87 expected · 5 scored
Expected
Scored

Both sides finished close to what their chances were worth. This one was earned on the ice.

PDO = sh% + sv% · drifts to 1.000 over a season
Every goal, in order
  1. P1 19:12EDME. Bouchard0–1
  2. P1 19:34WSHA. Protas1–1
  3. P2 04:13EDME. Bouchard1–2
  4. P2 06:50WSHJ. Sourdif2–2
  5. P2 14:29WSHA. Beauvillier3–2
  6. P3 04:30EDME. Bouchard3–3
  7. P3 06:40WSHD. StromePP4–3
+4 more on the full breakdown
NHL play-by-play · chance value from our xG model
Where the shots came from
WSH
46 shots
5
Final
104 shots
EDM
58 shots
6
WSH attackEDM attack
WSH EDM Goal
46
shots · 5 in
58
shots · 6 in
Every unblocked shot · press play to replay it
Chances by danger
WSHEDM
1 / 5
1.14 xG
High danger
2 / 15
4.56 xG
1 / 20
2.09 xG
Medium
1 / 22
2.42 xG
3 / 40
0.64 xG
Low
3 / 39
0.66 xG

The Oilers buried 2 of 15 high-danger looks.

Danger tiers by our xG model · high ≥ 20% chance
In the net
A
T. Jarry
+1.9
EDM · 13/15
A
C. Lindgren
+1.6
WSH · 34/40
+1 more on the full breakdown
The numbers, checked
BACKCHECK

Oilers run the Capitals off the ice on the underlying numbers

A model, not a newsroom. Every number on these frames comes from the NHL's play-by-play and our own models. Nothing was watched, guessed or heard from anyone.

Read the full breakdown
backcheckreport.com
01 / 08 · Final
Every goal, in order

How it happened

NHL play-by-play
1stshots 2–10
  1. 19:12EDME. Bouchard(M. Ekholm, Z. Hyman)0–1
  2. 19:34WSHA. Protas(R. Sandin, T. Wilson)1–1
2ndshots 13–12
  1. 04:13EDME. Bouchard(L. Draisaitl, C. McDavid)1–2
  2. 06:50WSHJ. Sourdif(H. Lapierre, C. McMichael)2–2
  3. 14:29WSHA. Beauvillier(J. Carlson, E. Frank)3–2
3rdshots 12–16
  1. 04:30EDME. Bouchard(C. McDavid, L. Draisaitl)3–3
  2. 06:40WSHD. Stromepower play(J. Chychrun, T. Wilson)4–3
  3. 08:24EDMC. McDavidpower play(E. Bouchard, R. Nugent-Hopkins)4–4
  4. 15:09WSHC. McMichael(J. Carlson, J. Sourdif)5–4
  5. 19:28EDMZ. Hymanpower play(C. McDavid, E. Bouchard)5–5
OTshots 0–2
  1. 00:47EDMC. McDavid(E. Bouchard, L. Draisaitl)5–6

score reads WSH–EDM

Source · NHL play-by-play (api-web.nhle.com)
Process vs result

The numbers

XGBoost xG · NHL play-by-play
7.64
EDM chances
Goals their shots were worth
−1.6
Finishing
Goals below what those chances were worth
1.002
EDM puck luck
About 1.000 — a normal night for bounces
53.9%
Shot attempts
Over half — they had the puck more
Split by club

Who controlled the game

3.87Expected goals7.64
EDM 66% of the chance quality
27Shots on goal40
5High-danger chances15
65All attempts (Corsi)76
Adjusted for score: WSH 45% · EDM 55%
Faceoffs · EDM won55%off65%neu29%def
Source · NHL play-by-play · XGBoost xG
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

WSH finished +1.1 against expected, EDM -1.6.

Source · Backcheck xG model
Shot types · rush and rebound chancesopen +
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
New to these numbers?

Two things happened in this game: who created the better chances, and who put the puck in the net. They are not the same thing, and this page separates them on purpose.

The one to watch is expected goals— the best single read on who deserved to win. When it disagrees with the scoreboard, that disagreement is usually the story. Nothing here is a projection; every figure is computed from this game's play-by-play. Full glossary →

xG
Expected goals. Every shot scored by how often that exact look goes in. 2.5 xG means the chances were worth about two and a half goals.
HD
High-danger chances — shots from the slot and the crease, where shots actually become goals.
Corsi
Every shot attempt, including the ones that missed or got blocked. A rough read on who had the puck.
Adj.
Score-adjusted. Teams that trail shoot more and teams that lead sit back, so this corrects the attempt count for the scoreboard.
GSAx
Goals saved above expected. A positive number means the goalie stopped more than an average goalie would have on those shots.
PDO
Shooting % plus save % — a luck gauge. It sits near 1.000 over a season, so a game far from it usually means the bounces decided it.
Shot by shot

In the net

Graded on goals saved above expected
C. Lindgren
WSH · 34/40 · .850
+1.6
saved above expected
A
the night
By dangerG/attxGsaved
High danger2/154.6+2.6
Medium1/222.4+1.4
Low3/390.7-2.3

A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

T. Jarry
EDM · 13/15 · .867
+1.9
saved above expected
A
the night
By dangerG/attxGsaved
High danger1/51.1+0.1
Medium1/202.1+1.1
Low3/400.6-2.4

A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

C. Ingram
EDM · 9/12 · .750
+0.9
saved above expected
B+
the night
By dangerG/attxGsaved
High danger1/51.1+0.1
Medium1/202.1+1.1
Low3/400.6-2.4

A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

104 shots · press play to watch the game back

Where the shots came from

NHL play-by-play coordinates
WSH
46 shots
5
Final
104 shots
EDM
58 shots
6
WSH attackEDM attack
WSH EDM Goal

Each club shoots toward its own end — WSH left, EDM right — the way you would watch it. A dot's size is how dangerous the look was, from distance and angle; it is a proxy for shot quality, not the xG model the article is written from. Hover a dot for the shooter and the clock.

Ranked from the box score

Three stars

Points first
Three stars · computed, not voted
E. Bouchard
#2 · D · EDM
3 G · 3 A · 8 SOG · 29:25 on ice · +5
C. McDavid
#97 · C · EDM
2 G · 3 A · 9 SOG · 28:43 on ice · +5
L. Draisaitl
#29 · C · EDM
0 G · 3 A · 4 SOG · 26:16 on ice · +2
Ranked from the box score — points first · Backcheck
What the model said beforehand

Before the game

Written Sat, Jan 24
Open the pre-game read
Written from the numbers

The read

Edited for clarity
◆ By the ModelJul 12, 2:28 AMEdited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

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.

What the model said beforehand

The model's lean

EDM 54%
54%
EDM
Model favorite
46%
54%
WSH50EDM

EDM by 8 points of win probability — a modest lean. Projected score WSH 2.5–2.8 EDM; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season rates · 5v5

Tale of the tape

NHL stats API · our xG
WSH← edge
edge →EDM
50.0%52.0%
49.0%50.0%
2.622.64
2.622.47
2.182.13
1.792.29
1.0180.982

EDM holds 4 of 6 process categories — and the luck row (1.018 vs 0.982) says WSH has been getting the bounces, which tends not to last.

Source · NHL stats API + our xG · 5v5
Form · Last 10
WSH
3-6-1
-5 GD · 2d rest
EDM
5-3-2
+11 GD · 1d rest
1.018
WSH PDO
Luck gauge · drifts to 1.000
0.982
EDM PDO
Luck gauge · drifts to 1.000
What decides it

Keys to the game

Regression watch
  • The Oilers' PDO is 0.982 — running cold, due for positive regression.
  • The Capitals' PDO is 1.018 — running hot, expect some regression.
Things to watch
  • T. Jarry is on a back-to-back — watch for a backup start or a tired starter.
  • The Oilers are the hotter team by points pace (5-3-2 in their last 10).
  • The Capitals are underwater at -5 goal differential over their last 10.
  • The Oilers' PDO is 0.982 — running cold, due for positive regression.
Last game's lineup · confirmed at warm-up

Lineups

NHL box score
WSH
Expected in goal
L. Thompson
2 days rest.840 last start
Backup Logan Thompson · +29.3 GSAx this season

No completed game on file for this club yet.

EDM
Expected in goal
T. Jarry
back-to-back.739 last start
Backup Connor Ingram · +1.7 GSAx this season
Back-to-back: the backup often gets this one. Treat the starter as unconfirmed.

No completed game on file for this club yet.

Lineups are the players who dressed in each club's last game, with their minutes; clubs confirm tonight's at warm-up. Every player this preview names was in that lineup.

Computed danger · scouting

Players to watch

NHL stats API · our xG
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
Keep going

Where to next