Backcheck
Recap · CHI at TOR

Maple Leafs hold off the Blackhawks

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

By the ModelJul 11, 8:33 PMxG: xgboost-0.758Edited for clarity
Away
CHI
Chicago Blackhawks
2
Home
TOR
Toronto Maple Leafs
3
FINAL
Process vs result

The underlying story

1.87Expected goals2.49
57% share for the better side
25Shot attempts (SOG)27
2High-danger chances3
48Corsi (all attempts)57
Score-adjusted: 41% / 59%
Source · NHL play-by-play · XGBoost xG

Toronto's 57% expected-goal advantage (2.49–1.87) made a 3-2 game look closer than it was. The Maple Leafs commanded 5v5 play, though Chicago extracted maximum damage from limited looks—two goals on 20 rush attempts.

Dakota Joshua's wrist shot from the slot (16:59, third period) broke the tie. Toronto's J. Woll (23/25, 0.920 SV%) neutralized the chances that came his way. Chicago's S. Knight absorbed the imbalance: 24 of 27 saves, 0.889 SV%, -0.51 against expected.

Shot attempts tilted 27–25 in Toronto's favor. The decisive edge was territorial: long stretches in Chicago's end, high-danger chances in Toronto's favor (3–2). When one team spends as much time defending, even a steady goaltender takes on water.

Three Stars:

  • A. Matthews (TOR) — 1G, 1A, 20:30
  • W. Nylander (TOR) — 2A, 20:24
  • J. McCabe (TOR) — 1A, 23:18
How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
CHI0 / 2 · 0.49 xG
TOR1 / 3 · 0.57 xG
Medium dangermid-range
CHI1 / 7 · 0.83 xG
TOR1 / 13 · 1.31 xG
Low dangerperimeter & point
CHI1 / 39 · 0.54 xG
TOR1 / 41 · 0.61 xG

CHI went 0-for-2 from high danger on 0.49 expected goals — 0.5 left on the table.

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

Finishing vs expected

expectedactual
CHI
2 G · 1.87 xG · +0.1
TOR
3 G · 2.49 xG · +0.5
01234
Goalies · GSAx (goals saved above expected)
S. KnightCHI
-0.5
J. WollTOR
-0.1

CHI finished +0.1 against expected, TOR +0.5 — S. Knight (CHI) allowed 0.5 more goals than expected.

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

Shot diet

goalsshots
CHI
WRIST2/20
TIP IN0/3
SLAP0/3
BACKHAND0/1
SNAP0/2
DEFLECTED0/1
POKE0/1
BETWEEN LEGS0/0
OTHER0/17
TOR
WRIST3/26
TIP IN0/9
SLAP0/2
BACKHAND0/3
SNAP0/1
DEFLECTED0/0
POKE0/0
BETWEEN LEGS0/1
OTHER0/15
CHI
TOR
Off the rush
2 G on 20 · 1.31 xG
0 G on 26 · 1.92 xG
Off rebounds
0 G on 2 · 0.46 xG
0 G on 1 · 0.00 xG

Wrist shots carried the volume: CHI went 2-for-20, TOR 3-for-26. CHI scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
A. Matthews
#34 · C · TOR
1 G · 1 A · 1 SOG · 20:30 TOI
W. Nylander
#88 · R · TOR
0 G · 2 A · 2 SOG · 20:24 TOI
J. McCabe
#22 · D · TOR
0 G · 1 A · 0 SOG · 23:18 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • CHI was lethal off the rush — 2 goals on 20 rush chances.
Before the game — the model's pre-game read
Preview · CHI at TOR · 7:00 PM ET

The Maple Leafs are the model's lean over the Blackhawks on the underlying numbers

By the ModelJul 11, 8:32 PMEdited for clarity
Win probability

The model's lean

55%
TOR
Model favorite
45%
55%
CHI50TOR

TOR by 10 points of win probability — a modest lean. Projected score CHI 2.42.7 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

CHI← edge
edge →TOR
42.0%5v5 xG%46.0%
46.0%Corsi%45.0%
2.17xGF / 602.24
2.94xGA / 602.67
1.84Goals for / gm2.09
2.41Goals against / gm2.52
0.996PDO — luck, not skill1.002

TOR holds 4 of 6 process categories — and PDO (0.996 vs 1.002) says TOR has run hotter.

Source · MoneyPuck season tables · 5v5

Toronto enters this matchup with the model's clear favor. The projection gives the Maple Leafs a 55% win probability in what shapes as a 2.4–2.7 goal range—confidence Toronto wins, but not inevitability.

The underlying play supports this lean. At 5v5, the Maple Leafs command 46.0% expected goals against Chicago's 42.0%, a gap that reveals Toronto's sustained offensive pressure. Shot volume tells a subtler story: Corsi sits at 46.0% for the Blackhawks versus 45.0% for Toronto, a narrow margin that masks Toronto's quality advantage. PDO—a combination of save percentage and shooting percentage—reads 0.996 for Chicago and 1.002 for Toronto, indicating neither team is riding unsustainable luck.

Chicago's recent form worsens the picture. The Blackhawks are -14 in goal differential over their last 10 games, a deficit that compounds against an opponent generating superior offense.

Individual talent magnifies Toronto's edge. Auston Matthews generates 1.10 xG per 60 minutes with 17 goals and 13 assists, an elite creation rate that defines his play. John Tavares stabilizes Toronto's secondary scoring at 0.91 xG/60 with 15 goals and 24 assists.

Chicago counters with Tyler Bertuzzi at 0.85 xG/60, 20 goals, and 15 assists—though his 7 high-danger goals suggest some goals came closer to the model's expectations than his rate would suggest—and Connor Bedard at 0.82 xG/60 with 17 goals and 27 assists. Bedard's 11.8% shooting percentage leaves room for regression.

Defensively, the gap is real. Toronto's Bo Groulx represents a far softer target than Chicago's Anton Frondell. Matthews' elite shot generation will find that weakness repeatedly.

This is Toronto's game to win if they convert their underlying advantage into goals. The model's 55% lean reflects that edge precisely.

Computed danger · scouting

Players to watch

CHI
Tyler Bertuzzi20G 15A
0.85 xG/60 · 7 HD · 18.0% sh
Connor Bedard17G 27A
0.82 xG/60 · 5 HD · 11.8% 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