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

Oilers pull away from the Maple Leafs

The verdict · stolen

The Oilers stole one. They lost the expected-goals battle 3.54–3.85 and won anyway.

EDM 6 · TOR 3
◆ By the ModelJul 11, 8:13 PMxG: 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

Edmonton won 6–3 despite generating worse quality chances—a goaltending masterclass, not superior play. Expected goals favored Toronto 3.85–3.54, meaning the Maple Leafs created more dangerous looks but failed to capitalize. T. Jarry saved 0.85 goals above expected, while D. Hildeby surrendered 1.94 more than his xG suggested, a combined three-goal swing entirely in Edmonton's favor.

Toronto's offensive advantage was structural. They generated 0.068 expected goals per shot versus Edmonton's 0.051, a meaningful gap that materialized in their 4–3 high-danger chance advantage. But the Oilers thrived on the rush, converting 6 of 37 chances to a rate far exceeding their underlying numbers.

Hildeby's night forced Toronto into depth goaltending. A. Akhtyamov entered in relief and posted a 1.000 save percentage while saving 3.5 goals above expected. Toronto's forechecking was relentless—they generated 7 rebound opportunities and converted 2—yet Edmonton's cleaners worked faster than the process suggested. The Oilers created just 3 rebounds and converted none.

Edmonton's three stars explain the gap: L. Draisaitl orchestrated with three assists in 21:08, C. McDavid scored twice and added a helper in 19:42, and V. Podkolzin tallied two in 14:01. Edmonton won on finishes, not on creating better chances—the kind of performance that doesn't repeat.

The breakdown in twelve frames

Swipe it

Every number is from this page
Final · Dec 13
EDM
6
TOR
3

Oilers pull away from the Maple Leafs

Chances 3.5 – 3.9Did they deserve it? →
Did they deserve it?

Dead even on chances. The Oilers took it anyway.

Expected goals · chance value
EDM
3.54
TOR
3.85
48% of the chances52%

The board read EDM 6, TOR 3. The chances read EDM 3.5, TOR 3.9.

Our xG model · NHL play-by-play · all situations
Luck check
EDM
+2.5
goals above expected
EDM3.54 expected · 6 scored
Expected
Scored
TOR3.85 expected · 3 scored
Expected
Scored

The Oilers scored 2.5 more than their chances were worth. That does not repeat.

PDO = sh% + sv% · drifts to 1.000 over a season
Every goal, in order
  1. P1 03:25EDMC. McDavid1–0
  2. P1 16:03TORE. Cowan1–1
  3. P2 04:54TORO. Ekman-Larsson1–2
  4. P2 10:29EDMC. McDavid2–2
  5. P2 19:29EDMD. Nurse3–2
  6. P3 01:21EDMV. Podkolzin4–2
  7. P3 01:55EDMV. Podkolzin5–2
+2 more on the full breakdown
NHL play-by-play · chance value from our xG model
Where the shots came from
EDM
53 shots
6
Final
99 shots
TOR
46 shots
3
EDM attackTOR attack
EDM TOR Goal
53
shots · 6 in
46
shots · 3 in
Every unblocked shot · press play to replay it
Chances by danger
EDMTOR
0 / 3
0.59 xG
High danger
0 / 4
0.99 xG
5 / 18
2.10 xG
Medium
3 / 20
2.45 xG
1 / 48
0.86 xG
Low
0 / 33
0.41 xG

The Maple Leafs went 0 for 4 from the slot.

Danger tiers by our xG model · high ≥ 20% chance
In the net
A+
A. Akhtyamov
+3.5
TOR · 5/5
B+
T. Jarry
+0.8
EDM · 25/28
+1 more on the full breakdown
The numbers, checked
BACKCHECK

Oilers pull away from the Maple Leafs

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 12–10
  1. 03:25EDMC. McDavid(E. Bouchard)1–0
  2. 16:03TORE. Cowan(S. Laughton, S. Lorentz)1–1
2ndshots 14–12
  1. 04:54TORO. Ekman-Larsson(M. Knies, M. Domi)1–2
  2. 10:29EDMC. McDavid2–2
  3. 19:29EDMD. Nurse(L. Draisaitl, C. McDavid)3–2
3rdshots 12–6
  1. 01:21EDMV. Podkolzin(L. Draisaitl, A. Regula)4–2
  2. 01:55EDMV. Podkolzin(L. Draisaitl, M. Savoie)5–2
  3. 09:28EDMZ. Hyman(R. Nugent-Hopkins)6–2
  4. 19:12TORS. Lorentz(J. McCabe, T. Stecher)6–3

score reads EDM–TOR

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

The numbers

XGBoost xG · NHL play-by-play
3.54
EDM chances
Goals their shots were worth
+2.5
Finishing
Goals above what those chances were worth
1.034
EDM puck luck
Above 1.000 — the bounces went their way
54.8%
Shot attempts
Over half — they had the puck more
Split by club

Who controlled the game

3.54Expected goals3.85
TOR 52% of the chance quality
38Shots on goal28
3High-danger chances4
69All attempts (Corsi)57
Adjusted for score: EDM 52% · TOR 48%
Faceoffs · TOR won41%off37%neu65%def
Source · NHL play-by-play · XGBoost xG
How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
EDM0 / 3 · 0.59 xG
TOR0 / 4 · 0.99 xG
Medium dangermid-range
EDM5 / 18 · 2.10 xG
TOR3 / 20 · 2.45 xG
Low dangerperimeter & point
EDM1 / 48 · 0.86 xG
TOR0 / 33 · 0.41 xG

EDM went 5-for-18 from medium danger on 2.10 expected goals — 2.9 above expected.

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

Finishing vs expected

expectedactual
EDM
6 G · 3.54 xG · +2.5
TOR
3 G · 3.85 xG · -0.8
01234567

EDM finished +2.5 against expected, TOR -0.8.

Source · Backcheck xG model
Shot types · rush and rebound chancesopen +
What they shot — and what went in

Shot diet

goalsshots
EDM
WRIST1/31
SLAP0/6
BACKHAND1/4
TIP IN1/6
SNAP1/4
DEFLECTED1/1
BAT0/0
OTHER1/17
TOR
WRIST1/27
SLAP1/8
BACKHAND1/6
TIP IN0/3
SNAP0/1
DEFLECTED0/0
BAT0/1
OTHER0/11
EDM
TOR
Off the rush
6 G on 37
2.80 xG
1 G on 25
2.39 xG
Off rebounds
0 G on 3
0.23 xG
2 G on 7
1.03 xG

Wrist shots carried the volume: EDM went 1-for-31, TOR 1-for-27. EDM scored 6 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
T. Jarry
EDM · 25/28 · .893
+0.8
saved above expected
B+
the night
By dangerG/attxGsaved
High danger0/41.0+1.0
Medium3/202.5-0.6
Low0/330.4+0.4

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

D. Hildeby
TOR · 27/32 · .844
-1.5
saved above expected
D-
the night
By dangerG/attxGsaved
High danger0/30.6+0.6
Medium5/182.1-2.9
Low1/480.9-0.1

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

A. Akhtyamov
TOR · 5/5 · 1.000
+3.5
saved above expected
A+
the night
By dangerG/attxGsaved
High danger0/30.6+0.6
Medium5/182.1-2.9
Low1/480.9-0.1

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

99 shots · press play to watch the game back

Where the shots came from

NHL play-by-play coordinates
EDM
53 shots
6
Final
99 shots
TOR
46 shots
3
EDM attackTOR attack
EDM TOR Goal

Each club shoots toward its own end — EDM left, TOR 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
L. Draisaitl
#29 · C · EDM
0 G · 3 A · 3 SOG · 21:08 on ice · +3
C. McDavid
#97 · C · EDM
2 G · 1 A · 2 SOG · 19:42 on ice · +3
V. Podkolzin
#92 · R · EDM
2 G · 0 A · 4 SOG · 14:01 on ice · +2
Ranked from the box score — points first · Backcheck
What the model said beforehand

Before the game

Written Sat, Dec 13
Open the pre-game read
Written from the numbers

The read

Edited for clarity
◆ By the ModelJul 11, 8:18 PMEdited 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 projects a 2.7-2.5 Edmonton victory with the Oilers at 53% win probability—as close to a toss-up as sports analytics produces. Edmonton owns the underlying play by a clear margin, but Toronto's luck has run hot enough to matter.

Edmonton's dominance in shot quality is real. The Oilers generate expected goals at 52.0% 5v5 to Toronto's 46.0%, and control territory at 50.0% Corsi to 45.0%. That's a structural edge: Edmonton is forcing plays into more dangerous areas while Toronto is playing on its heels.

Yet the Oilers are also running cold. Their PDO sits at 0.982—a four-point gap below neutral—which means their actual goal differential hasn't matched their underlying performance. The Leafs, meanwhile, are at 1.002, riding a minor luck boost. This matters because PDO regresses hard. Edmonton is primed for positive movement; Toronto cannot expect to maintain its current run-rate luck.

Goaltending adds noise. D. Hildeby takes this game on a back-to-back, as does S. Skinner. That's a potential variable—either a backup could start, or both teams ice fatigued starters. Either way, you're not getting peak goaltending from either side.

The forward matchups favor Edmonton at center. Connor McDavid sits at 0.92 xG/60 with 25G and 33A on 13.7% shooting. Zach Hyman, generating more expected chances at 1.23 xG/60, has 14G and 13A on 13.0% shooting. Toronto counters with Auston Matthews at 1.10 xG/60, 17G and 13A on 10.6% shooting, and John Tavares at 0.91 xG/60, 15G and 24A on 12.4% shooting. McDavid's playmaking (33 assists) is the differentiator; Tavares (24 assists) keeps the Leafs competitive, but Edmonton's volume win likely holds.

The verdict: Edmonton should prevail if the underlying play holds and PDO regresses as expected. But 53% is not a lock—it's barely above a coin flip. Toronto's luck and goaltending uncertainty make this a live matchup. Elite players can overcome structural disadvantages in single games. The Leafs are threats to catch a tired Oilers group on the back-to-back.

This is a game where the models say Edmonton, but the variance is so tight you wouldn't be shocked by either outcome.

What the model said beforehand

The model's lean

EDM 53%
53%
EDM
Model favorite
53%
47%
EDM50TOR

EDM by 6 points of win probability — a modest lean. Projected score EDM 2.7–2.5 TOR; 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
EDM← edge
edge →TOR
52.0%46.0%
50.0%45.0%
2.642.24
2.472.67
2.132.09
2.292.52
0.9821.002

EDM holds 6 of 6 process categories — and the luck row (0.982 vs 1.002) says TOR has been getting the bounces, which tends not to last.

Source · NHL stats API + our xG · 5v5
Form · Last 10
EDM
5-3-2
+8 GD · 1d rest
TOR
5-2-3
+7 GD · 1d rest
0.982
EDM PDO
Luck gauge · drifts to 1.000
1.002
TOR PDO
Luck gauge · drifts to 1.000
What decides it

Keys to the game

Where the edges live
  • The Oilers own the underlying play — 52.0% 5v5 xG vs 46.0%.
  • The Oilers drive Corsi at 50.0% — expect territorial tilt.
Regression watch
  • The Oilers' PDO is 0.982 — running cold, due for positive regression.
Things to watch
  • The Oilers own the underlying play — 52.0% 5v5 xG vs 46.0%.
  • The Oilers drive Corsi at 50.0% — expect territorial tilt.
  • D. Hildeby is on a back-to-back — watch for a backup start or a tired starter.
  • S. Skinner is on a back-to-back — watch for a backup start or a tired starter.
  • The Oilers' PDO is 0.982 — running cold, due for positive regression.
Last game's lineup · confirmed at warm-up

Lineups

NHL box score
EDM
Expected in goal
S. Skinner
back-to-back.964 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.

TOR
Expected in goal
D. Hildeby
back-to-back.906 last start
Backup Joseph Woll · -6.6 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
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
TOR
Auston Matthews17G 13A
1.10 xG/60 · 1 HD · 10.6% sh
John Tavares15G 24A
0.91 xG/60 · 3 HD · 12.4% sh
Keep going

Where to next