Backcheck
Recap · TOR at EDM

Maple Leafs pull away from the Oilers

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

By the ModelJul 12, 3:55 AMxG: xgboost-0.758Edited for clarity
Away
TOR
Toronto Maple Leafs
5
Home
EDM
Edmonton Oilers
2
FINAL
Process vs result

The underlying story

4.19Expected goals3.70
53% share for the better side
27Shot attempts (SOG)36
7High-danger chances1
47Corsi (all attempts)68
Score-adjusted: 39% / 61%
Source · NHL play-by-play · XGBoost xG

The Maple Leafs beat the Oilers 5-2, but the underlying numbers call it nearly even—expected goals were 3.70–4.19 in Toronto's favor. This was a goaltending game, not a dominant one.

The Oilers controlled the shot volume: 57% of attempts (36–27 on goal). But shot volume masks quality. Toronto generated shots three times more dangerous—0.089 expected goals per shot versus Edmonton's 0.054—and dominated high-danger chances 7–1. The Oilers wasted their volume; the Leafs made theirs count.

A. Stolarz (TOR) stole this game. He saved 1.70 goals above expected on 36 shots (0.944 SV%), while C. Ingram (EDM) posted only 0.846. The goaltending gap decided it.

Toronto's rush game broke the Oilers down. The Leafs scored 3 goals on just 25 rush chances, converting at a rate that exposed Edmonton's transition defense. The power play added two goals on four shots (0.41 expected goals), showing efficiency on the man-advantage.

Edmonton underperformed their expected goals by 1.70 goals.

The turning point: Bobby McMann's wrist shot from the top of the circles (17:22 in the third).

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
TOR2 / 7 · 2.13 xG
EDM0 / 1 · 0.22 xG
Medium dangermid-range
TOR3 / 15 · 1.61 xG
EDM1 / 27 · 3.01 xG
Low dangerperimeter & point
TOR0 / 25 · 0.45 xG
EDM1 / 40 · 0.46 xG

EDM went 1-for-27 from medium danger on 3.01 expected goals — 2.0 left on the table.

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

Finishing vs expected

expectedactual
TOR
5 G · 4.19 xG · +0.8
EDM
2 G · 3.70 xG · -1.7
0123456
Goalies · GSAx (goals saved above expected)
A. StolarzTOR
+1.7
C. IngramEDM
+0.2

TOR finished +0.8 against expected, EDM -1.7 — A. Stolarz (TOR) saved 1.7 goals above expected.

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

Shot diet

goalsshots
TOR
WRIST1/25
SNAP1/4
SLAP0/4
TIP IN2/3
BACKHAND1/2
BAT0/0
DEFLECTED0/0
WRAP AROUND0/0
OTHER0/9
EDM
WRIST0/14
SNAP1/17
SLAP1/4
TIP IN0/4
BACKHAND0/5
BAT0/1
DEFLECTED0/1
WRAP AROUND0/1
OTHER0/21
TOR
EDM
Off the rush
3 G on 25 · 2.58 xG
1 G on 36 · 3.35 xG
Off rebounds
0 G on 3 · 0.44 xG
0 G on 0 · 0.00 xG

Wrist shots carried the volume: TOR went 1-for-25, EDM 0-for-14. TOR scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
M. Knies
#23 · L · TOR
1 G · 1 A · 1 SOG · 15:28 TOI · +1
M. Maccelli
#63 · L · TOR
2 G · 0 A · 4 SOG · 11:29 TOI · +1
J. McCabe
#22 · D · TOR
0 G · 1 A · 4 SOG · 25:16 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • EDM had the shot volume but the chances weren't dangerous.
  • A. Stolarz (TOR) stopped 1.7 goals above expected.
  • TOR had the higher quality looks — 0.089 xG/shot vs 0.054.
  • TOR was lethal off the rush — 3 goals on 25 rush chances.
  • TOR created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • EDM underperformed xG by 1.7 — wasted quality chances.
  • A. Stolarz (TOR) saved 1.7 goals above expected — stole the show.
  • TOR power play was dominant — 2 PPG on 4 PP shots (0.41 xG).
Before the game — the model's pre-game read
Preview · TOR at EDM · 8:30 PM ET

The Oilers are the model's lean over the Maple Leafs — with PDO regression in play

By the ModelJul 12, 4:07 AMEdited for clarity
Win probability

The model's lean

57%
EDM
Model favorite
43%
57%
TOR50EDM

EDM by 14 points of win probability — a modest lean. Projected score TOR 2.42.8 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

TOR← edge
edge →EDM
46.0%5v5 xG%52.0%
45.0%Corsi%50.0%
2.24xGF / 602.64
2.67xGA / 602.47
2.09Goals for / gm2.13
2.52Goals against / gm2.29
1.002PDO — luck, not skill0.982

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

Source · MoneyPuck season tables · 5v5

Edmonton projects as the pick. The model estimates a 2.4 to 2.8 goal spread with the Oilers favored at 57% win probability—a lean grounded in underlying play, not variance.

The Oilers have momentum (5-4-1 over their last 10), while Toronto sits at -20 goal differential in the same span. The advantage deepens in underlying metrics. Edmonton controls play at 50.0% Corsi and 52.0% expected goals; Toronto manages 45.0% and 46.0% respectively. This is territorial dominance, not statistical noise.

But the real edge is luck timing. Edmonton runs cold at a 0.982 PDO—superior play outpacing results, a position that typically corrects upward. Toronto's 1.002 PDO, conversely, means results are running ahead of underlying performance—vulnerable to regression the other direction. When both tendencies reverse simultaneously, Edmonton gains the timing advantage.

Individual matchups compound this. Zach Hyman (1.23 xG/60, 14G 13A, 1 HD goal, 13.0% shooting) anchors Edmonton's offense with elite shot volume. Auston Matthews (1.10 xG/60, 17G 13A, 1 HD goal, 10.6% shooting) delivers similar scoring but from a shallower supporting cast. Connor McDavid (0.92 xG/60, 25G 33A, 5 HD goals, 13.7% shooting) represents an entirely different tier of playmaker. John Tavares (0.91 xG/60, 15G 24A, 3 HD goals, 12.4% shooting) is productive but operates in a narrower range.

One oddity: both teams register 0% in hard-deadline goals and 0% in rebound conversion. This symmetry is unlikely to persist and could cut either way. Edmonton's Jake Walman and Toronto's Bo Groulx represent defensive vulnerabilities. Whoever exploits them first creates separation.

The model's 57% favors Edmonton for good reason. Territory, luck cycle, and individual depth all point the same direction.

Computed danger · scouting

Players to watch

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
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