Backcheck
Recap · TOR at CHI

Blackhawks hold off the Maple Leafs

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

By the ModelJul 11, 4:14 PMxG: xgboost-0.758Edited for clarity
Away
TOR
Toronto Maple Leafs
2
Home
CHI
Chicago Blackhawks
3
FINAL
Process vs result

The underlying story

3.86Expected goals4.36
53% share for the better side
33Shot attempts (SOG)32
7High-danger chances7
64Corsi (all attempts)59
Score-adjusted: 52% / 48%
Source · NHL play-by-play · XGBoost xG

Both goalies posted performances that don't align with the scoreboard. Chicago won 3–2, but the underlying metrics told a different story: the Blackhawks underperformed their 4.36 expected goals by 1.36; the Maple Leafs underperformed 3.86 xG by 1.86. S. Knight (Chicago) recorded a 0.939 save percentage — 1.86 goals above expected — to secure the win. J. Woll (Toronto) also excelled with a 0.906 save percentage, 1.36 goals above expected, but couldn't overcome the Maple Leafs' offensive inefficiency.

The underlying play stayed tight. Chicago controlled 49% of shot attempts (32–33 on goal), with both teams generating seven high-danger chances. Where Chicago separated itself: the rush game. The Blackhawks scored 3 goals on 30 rush attempts, an elite conversion rate. Toronto generated more danger in close, with seven rebound opportunities (converting two) versus Chicago's four (converting none), yet still fell short.

Colton Dach's tip-in from the high slot at 15:35 of the third period proved decisive. O. Ekman-Larsson and W. Nylander created opportunities, while M. Rielly found the net, but the Maple Leafs' shooting inefficiency was too deep to overcome.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
TOR2 / 7 · 1.58 xG
CHI1 / 7 · 1.81 xG
Medium dangermid-range
TOR0 / 15 · 1.72 xG
CHI1 / 14 · 1.61 xG
Low dangerperimeter & point
TOR0 / 42 · 0.56 xG
CHI1 / 38 · 0.94 xG

TOR went 0-for-15 from medium danger on 1.72 expected goals — 1.7 left on the table.

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

Finishing vs expected

expectedactual
TOR
2 G · 3.86 xG · -1.9
CHI
3 G · 4.36 xG · -1.4
012345
Goalies · GSAx (goals saved above expected)
J. WollTOR
+1.4
S. KnightCHI
+1.9

TOR finished -1.9 against expected, CHI -1.4 — S. Knight (CHI) saved 1.9 goals above expected.

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

Shot diet

goalsshots
TOR
WRIST2/33
SLAP0/7
TIP IN0/2
SNAP0/2
BACKHAND0/1
WRAP AROUND0/1
POKE0/1
BAT0/0
DEFLECTED0/0
OTHER0/17
CHI
WRIST1/34
SLAP0/6
TIP IN1/4
SNAP1/3
BACKHAND0/4
WRAP AROUND0/0
POKE0/0
BAT0/1
DEFLECTED0/1
OTHER0/6
TOR
CHI
Off the rush
0 G on 21 · 2.43 xG
3 G on 30 · 2.29 xG
Off rebounds
2 G on 7 · 1.00 xG
0 G on 4 · 0.58 xG

Wrist shots carried the volume: TOR went 2-for-33, CHI 1-for-34. CHI scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
O. Ekman-Larsson
#95 · D · TOR
0 G · 1 A · 5 SOG · 26:41 TOI
M. Rielly
#44 · D · TOR
1 G · 0 A · 4 SOG · 25:21 TOI
W. Nylander
#88 · R · TOR
0 G · 1 A · 0 SOG · 21:41 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • J. Woll (TOR) stopped 1.4 goals above expected.
  • CHI was lethal off the rush — 3 goals on 30 rush chances.
  • CHI created 4 rebound opportunities (0 converted) — crashing the net effectively.
  • TOR created 7 rebound opportunities (2 converted) — crashing the net effectively.
  • TOR underperformed xG by 1.9 — wasted quality chances.
  • S. Knight (CHI) saved 1.9 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · TOR at CHI · 7:00 PM ET

Maple Leafs at Blackhawks: a genuine coin flip

By the ModelJul 11, 4:13 PMEdited for clarity
Win probability

The model's lean

51%
TOR
Model favorite
51%
49%
TOR50CHI

TOR by 2 points of win probability — effectively a coin flip. Projected score TOR 2.62.5 CHI; 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 →CHI
46.0%5v5 xG%42.0%
45.0%Corsi%46.0%
2.24xGF / 602.17
2.67xGA / 602.94
2.09Goals for / gm1.84
2.52Goals against / gm2.41
1.002PDO — luck, not skill0.996

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

Source · MoneyPuck season tables · 5v5

The model projects a 2.6–2.5 game favoring Toronto, which translates to 51% win probability. This is as close to a pick'em as the numbers produce.

Toronto owns the underlying play. The Maple Leafs generate 46.0% xG while Chicago manages 42.0%, a clean advantage at even strength. But Chicago hasn't ceded ground in shot attempts—their Corsi sits at 46.0% to Toronto's 45.0%—and both teams' PDO numbers (Toronto 1.002, Chicago 0.996) suggest neither is running historically hot or cold on conversion. The underlying edge belongs to Toronto; the finishing rates are neutral.

Goaltending adds friction. D. Hildeby is on a back-to-back, which means either a backup start or a worn starter. That uncertainty tilts slightly toward Chicago's advantage if Hildeby doesn't get relief.

Toronto:

  • Auston Matthews — 1.10 xG/60, 17G 13A, 1 HD goal, 10.6% shooting
  • John Tavares — 0.91 xG/60, 15G 24A, 3 HD goals, 12.4% shooting

Chicago:

  • Tyler Bertuzzi — 0.85 xG/60, 20G 15A, 7 HD goals, 18.0% shooting
  • Connor Bedard — 0.82 xG/60, 17G 27A, 5 HD goals, 11.8% shooting

Auston Matthews is Toronto's primary threat—highest xG/60, 17 goals, and a sustainable 10.6% shooting rate. John Tavares runs lower volume (0.91 xG/60) but converts at 12.4%. For Chicago, Tyler Bertuzzi leads by shot volume (0.85 xG/60) and finish (18.0% shooting, 7 high-danger goals). Connor Bedard provides secondary volume at similar quality (0.82 xG/60) with elite playmaking (27 assists).

The defensive picture is tight. Toronto's weak link is Bo Groulx; Chicago's is Anton Frondell. Neither team registers measurable high-danger or rebound goal rates at the margins, which suggests structurally sound defense. This isn't a game won by goalie luck or defensive collapse—whoever plays sharper gets the edge.

Toronto's xG advantage is real. Chicago's shot-attempt evenness and neutral conversion rates mean one mistake, one hot goalie performance, or one back-to-back fatigue moment flips the script. That's why this one is a coin flip.

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
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
Source · MoneyPuck skaters