Backcheck
Recap · TOR at NYI

Islanders run the Maple Leafs off the ice on the underlying numbers

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

By the ModelJul 12, 10:57 AMxG: xgboost-0.758Edited for clarity
Away
TOR
Toronto Maple Leafs
3
Home
NYI
New York Islanders
5
FINAL
Process vs result

The underlying story

2.68Expected goals6.98
72% share for the better side
16Shot attempts (SOG)44
1High-danger chances11
58Corsi (all attempts)79
Score-adjusted: 48% / 53%
Source · NHL play-by-play · XGBoost xG

The Islanders held 72% of expected goals but needed A. Akhtyamov to steal one from Toronto. The goalie stopped 2.0 goals above expected, which masked how thoroughly the Islanders dominated the Maple Leafs in a 5-3 win.

NYI controlled the game: 73% of shot attempts (44–16), 6.98 xG to 2.68, and created 11 high-danger chances to Toronto's one. Yet they underperformed their xG by 1.98 goals—wasted quality. A. Akhtyamov's 0.886 save percentage was 1.98 goals better than expected, keeping the scoreboard tighter than the play warranted.

The Islanders were lethal on the rush, converting 3 of 39 chances. Toronto found its only offense in transition too, scoring 3 goals on 25 rush attempts. Away from speed play, the Leafs managed just 2 goals from low-danger spots—the kind of goals opposing goalies are supposed to stop.

Shot quality separated the teams. New York generated 0.088 xG per shot; Toronto managed 0.046. The Islanders crashed for rebounds effectively, creating 10 opportunities and converting 2. Toronto created 4 rebound chances and capitalized on zero.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
TOR0 / 1 · 0.19 xG
NYI2 / 11 · 3.42 xG
Medium dangermid-range
TOR1 / 15 · 1.68 xG
NYI3 / 22 · 2.75 xG
Low dangerperimeter & point
TOR2 / 42 · 0.81 xG
NYI0 / 46 · 0.80 xG

NYI went 2-for-11 from high danger on 3.42 expected goals — 1.4 left on the table.

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

Finishing vs expected

expectedactual
TOR
3 G · 2.68 xG · +0.3
NYI
5 G · 6.98 xG · -2.0
012345678
Goalies · GSAx (goals saved above expected)
A. AkhtyamovTOR
+2.0
I. SorokinNYI
-0.3

TOR finished +0.3 against expected, NYI -2.0 — A. Akhtyamov (TOR) saved 2.0 goals above expected.

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

Shot diet

goalsshots
TOR
WRIST3/28
SNAP0/3
TIP IN0/6
SLAP0/4
BACKHAND0/4
DEFLECTED0/1
OTHER0/12
NYI
WRIST1/19
SNAP4/35
TIP IN0/4
SLAP0/3
BACKHAND0/2
DEFLECTED0/1
OTHER0/15
TOR
NYI
Off the rush
3 G on 25 · 1.65 xG
3 G on 39 · 3.93 xG
Off rebounds
0 G on 4 · 0.38 xG
2 G on 10 · 2.22 xG

Wrist shots carried the volume: TOR went 3-for-28, NYI 1-for-19. TOR scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
T. DeAngelo
#77 · D · NYI
0 G · 2 A · 4 SOG · 20:33 TOI · +2
C. Ritchie
#64 · C · NYI
1 G · 1 A · 4 SOG · 15:31 TOI
M. Schaefer
#48 · D · NYI
1 G · 0 A · 3 SOG · 24:50 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • A. Akhtyamov (TOR) stopped 2.0 goals above expected.
  • NYI generated far more dangerous chances — 0.088 xG/shot vs 0.046. Quality over quantity.
  • TOR scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • NYI was lethal off the rush — 3 goals on 39 rush chances.
  • TOR was lethal off the rush — 3 goals on 25 rush chances.
  • NYI created 10 rebound opportunities (2 converted) — crashing the net effectively.
  • TOR created 4 rebound opportunities (0 converted) — crashing the net effectively.
  • NYI underperformed xG by 2.0 — wasted quality chances.
  • A. Akhtyamov (TOR) saved 2.0 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · TOR at NYI · 6:45 PM ET

Maple Leafs at Islanders: a genuine coin flip

By the ModelJul 12, 10:56 AMEdited for clarity
Win probability

The model's lean

54%
NYI
Model favorite
46%
54%
TOR50NYI

NYI by 8 points of win probability — a modest lean. Projected score TOR 2.52.7 NYI; 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 →NYI
46.0%5v5 xG%48.0%
45.0%Corsi%49.0%
2.24xGF / 602.48
2.67xGA / 602.69
2.09Goals for / gm1.78
2.52Goals against / gm1.94
1.002PDO — luck, not skill0.993

NYI holds 4 of 6 process categories — and PDO (1.002 vs 0.993) says TOR has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a TOR 2.5–2.7 game with the Islanders at 54% win probability—as close to a pick'em as you'll find.

Possession slightly favors New York: the Islanders' 49.0% Corsi rate hints at territorial dominance, though Toronto's 45.0% is not far behind. Expected goal share tells a similar story—NYI at 48.0% xG%, TOR at 46.0%—but the spreads are narrow enough that variance, not skill, may decide this one. Toronto's 1.002 PDO suggests they're outperforming at the margins; New York's 0.993 implies modest underperformance.

The edge lives in New York's territorial profile. Expect the Islanders to spend more time in Toronto's zone, which tests how well the Leafs' weak defensive link—Bo Groulx—handles sustained pressure. Toronto counters with Auston Matthews at 1.10 xG/60 and 17 goals, though his 10.6% shooting rate already reflects some fortune. John Tavares adds 0.91 xG/60 with a sturdier 12.4% conversion rate, backed by 15 goals and 24 assists.

New York's attack centers on Anders Lee at 1.20 xG/60, the highest rate on either team, despite his modest 9-goal total—he's generating chances at a high rate without finishing them. Bo Horvat has been more efficient, scoring 18 goals on 0.87 xG/60 with a 12.8% shooting rate that dwarfs Lee's 6.4%.

Neither team excels at high-danger scoring: both register 0% HD goal rate and 0% rebound goals, a peculiar blank that suggests incomplete data or a systemic gap in second-chance creation. Alexander Romanov, the Islanders' defensive weak link, will face Auston Matthews' volume; whether the Leafs' top scorer finds dangerous ice could tip the balance.

The model says stay away or bet the middle. The metrics say New York owns the ice; Toronto owns the individual talent. No clear verdict emerges—which is precisely why it's 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
NYI
Anders Lee9G 20A
1.20 xG/60 · 2 HD · 6.4% sh
Bo Horvat18G 10A
0.87 xG/60 · 3 HD · 12.8% sh
Source · MoneyPuck skaters