Backcheck
Recap · EDM at TOR

Oilers pull away from the Maple Leafs

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

By the ModelJul 11, 8:13 PMxG: xgboost-0.758Edited for clarity
Away
EDM
Edmonton Oilers
6
Home
TOR
Toronto Maple Leafs
3
FINAL
Process vs result

The underlying story

3.54Expected goals3.85
52% share for the better side
38Shot attempts (SOG)28
3High-danger chances4
69Corsi (all attempts)57
Score-adjusted: 52% / 48%
Source · NHL play-by-play · XGBoost xG

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.

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
Goalies · GSAx (goals saved above expected)
T. JarryEDM
+0.9
D. HildebyTOR
-1.9
A. AkhtyamovTOR
+0.5

EDM finished +2.5 against expected, TOR -0.8 — D. Hildeby (TOR) allowed 1.9 more goals than expected.

Source · Backcheck xG model
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
Three stars · computed, not voted
L. Draisaitl
#29 · C · EDM
0 G · 3 A · 3 SOG · 21:08 TOI · +3
C. McDavid
#97 · C · EDM
2 G · 1 A · 2 SOG · 19:42 TOI · +3
V. Podkolzin
#92 · R · EDM
2 G · 0 A · 4 SOG · 14:01 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • EDM generated higher-quality looks than the shot total suggests.
  • D. Hildeby (TOR) gave up 1.9 goals more than expected — well below their workload.
  • TOR generated far more dangerous chances — 0.068 xG/shot vs 0.051. Quality over quantity.
  • EDM was lethal off the rush — 6 goals on 37 rush chances.
  • TOR created 7 rebound opportunities (2 converted) — crashing the net effectively.
  • EDM created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • EDM outperformed their expected goals by 2.5 — elite finishing or lucky bounces.
  • A. Akhtyamov (TOR) saved 3.5 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · EDM at TOR · 7:00 PM ET

Oilers at Maple Leafs: a genuine coin flip

By the ModelJul 11, 8:18 PMEdited for clarity
Win probability

The model's lean

53%
EDM
Model favorite
53%
47%
EDM50TOR

EDM by 6 points of win probability — a modest lean. Projected score EDM 2.72.5 TOR; 18% chance it's tied after 60.

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

Tale of the tape

EDM← edge
edge →TOR
52.0%5v5 xG%46.0%
50.0%Corsi%45.0%
2.64xGF / 602.24
2.47xGA / 602.67
2.13Goals for / gm2.09
2.29Goals against / gm2.52
0.982PDO — luck, not skill1.002

EDM holds 6 of 6 process categories — and PDO (0.982 vs 1.002) says TOR has run hotter.

Source · MoneyPuck season tables · 5v5

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.

Computed danger · scouting

Players to watch

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
Source · MoneyPuck skaters