Backcheck
Recap · CHI at NYI

Blackhawks steal one from the Islanders against the run of play

The Blackhawks stole one. They lost the expected-goals battle 3.60–6.64 and won anyway.

By the ModelJul 12, 8:40 AMxG: xgboost-0.758Edited for clarity
Away
CHI
Chicago Blackhawks
4
Home
NYI
New York Islanders
3
FINAL
Process vs result

The underlying story

3.60Expected goals6.64
65% share for the better side
24Shot attempts (SOG)47
7High-danger chances12
47Corsi (all attempts)92
Score-adjusted: 30% / 70%
Source · NHL play-by-play · XGBoost xG

The Islanders dominated this game—66 percent of shot attempts, 65 percent of expected goals (6.64–3.60)—yet lost 4–3. Chicago won on a heist.

New York out-attempted Chicago 47–24 and generated 12 high-danger chances to Chicago's 7. The numbers overwhelmingly favored the Islanders. Yet they underperformed their xG by 3.64 goals, while Chicago converted at a clip the underlying data didn't support.

Chicago's finishing was clinical: 3 goals on 7 high-danger chances (43 percent). New York managed just 2 on 12, a stark contrast to their possession dominance. High-danger efficiency decided this game.

A. Soderblom stopped 3.64 goals above expected on 47 shots—a dominant performance. I. Sorokin played respectably but couldn't overcome his team's inability to finish. D. Rittich, in relief, gave up 1.2 goals more than expected, a minor role in an otherwise uneven contest.

The turning point came early in the third period when Calum Ritchie's snap shot from the doorstep (16:37) gave Chicago the lead it would not relinquish.

Chicago's rush efficiency provided the edge. The Blackhawks converted 2 of 22 rush chances; the Islanders converted 2 of 46. Both teams created chances off the break, but Chicago needed fewer attempts to finish.

New York had every tactical advantage and surrendered the result.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
CHI3 / 7 · 2.02 xG
NYI2 / 12 · 2.59 xG
Medium dangermid-range
CHI1 / 9 · 1.14 xG
NYI1 / 29 · 3.19 xG
Low dangerperimeter & point
CHI0 / 31 · 0.44 xG
NYI0 / 51 · 0.87 xG

NYI went 1-for-29 from medium danger on 3.19 expected goals — 2.2 left on the table.

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

Finishing vs expected

expectedactual
CHI
4 G · 3.60 xG · +0.4
NYI
3 G · 6.64 xG · -3.6
01234567
Goalies · GSAx (goals saved above expected)
A. SoderblomCHI
+3.6
I. SorokinNYI
+0.8
D. RittichNYI
-1.2

CHI finished +0.4 against expected, NYI -3.6 — A. Soderblom (CHI) saved 3.6 goals above expected.

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

Shot diet

goalsshots
CHI
WRIST0/14
SNAP4/11
TIP IN0/3
BACKHAND0/4
SLAP0/1
POKE0/0
BAT0/0
DEFLECTED0/0
WRAP AROUND0/0
OTHER0/14
NYI
WRIST0/43
SNAP2/7
TIP IN1/8
BACKHAND0/5
SLAP0/5
POKE0/3
BAT0/2
DEFLECTED0/1
WRAP AROUND0/1
OTHER0/17
CHI
NYI
Off the rush
2 G on 22 · 2.44 xG
2 G on 46 · 3.91 xG
Off rebounds
1 G on 3 · 0.54 xG
1 G on 11 · 1.78 xG

Wrist shots carried the volume: CHI went 0-for-14, NYI 0-for-43. CHI scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
N. Lardis
#76 · L · CHI
1 G · 2 A · 1 SOG · 14:12 TOI · +2
T. Bertuzzi
#59 · L · CHI
1 G · 1 A · 2 SOG · 19:15 TOI · +2
F. Nazar
#91 · C · CHI
1 G · 1 A · 1 SOG · 16:43 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • CHI stole this one. NYI owned 65% of the xG and lost.
  • A. Soderblom (CHI) stopped 3.6 goals above expected.
  • D. Rittich (NYI) gave up 1.2 goals more than expected — well below their workload.
  • Open game — 19 high-danger chances combined (NYI 12, CHI 7).
  • CHI was clinical in the high-danger zone — 3/7 on HD chances (43%).
  • NYI was lethal off the rush — 2 goals on 46 rush chances.
  • CHI was lethal off the rush — 2 goals on 22 rush chances.
  • NYI created 11 rebound opportunities (1 converted) — crashing the net effectively.
  • CHI created 3 rebound opportunities (1 converted) — crashing the net effectively.
  • NYI underperformed xG by 3.6 — wasted quality chances.
  • A. Soderblom (CHI) saved 3.6 goals above expected — stole the show.
  • I. Sorokin (NYI) saved 2.6 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · CHI at NYI · 7:00 PM ET

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

By the ModelJul 12, 8:37 AMEdited for clarity
Win probability

The model's lean

57%
NYI
Model favorite
43%
57%
CHI50NYI

NYI by 14 points of win probability — a modest lean. Projected score CHI 2.42.9 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

CHI← edge
edge →NYI
42.0%5v5 xG%48.0%
46.0%Corsi%49.0%
2.17xGF / 602.48
2.94xGA / 602.69
1.84Goals for / gm1.78
2.41Goals against / gm1.94
0.996PDO — luck, not skill0.993

NYI holds 5 of 6 process categories — and PDO (0.996 vs 0.993) says CHI has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.4–2.9 Chicago loss, favoring New York at 57% win probability. The Islanders dominate underlying play: their 48.0% expected goals share at 5v5 versus Chicago's 42.0% indicates they generate higher-quality scoring chances at a consistently higher rate. A 49.0% to 46.0% Corsi edge confirms New York controls possession.

Recent form complicates the picture. The Islanders are underwater at minus-6 goal differential over their last 10 games, while Chicago sits at minus-11. Both teams underperform their underlying metrics—a sign that neither has converted chances efficiently or benefited from lucky results. Chicago's deeper deficit suggests execution failures compounding their structural disadvantage.

Tyler Bertuzzi carries Chicago's scoring load at 0.85 expected goals per 60 minutes, translating to 20 goals and 15 assists with seven high-danger conversions. His 18.0% shooting rate leaves room for regression. Connor Bedard operates from a different role: 0.82 xG/60 yields 17 goals and 27 assists, indicating he distributes more than he scores, with an 11.8% shooting rate that lags behind volume scorers.

For New York, Anders Lee generates chances at 1.20 expected goals per 60 minutes—the highest on the sheet—yet has only nine goals and 20 assists on a 6.4% shooting rate, explaining why elite creation hasn't yielded elite scoring. Bo Horvat provides the finisher's profile: 0.87 xG/60 translates to 18 goals and 10 assists on 12.8% shooting, a conversion rate that outpaces Bedard.

Both teams face inefficiency in finish. Chicago shows 0% high-danger goal rate and 0% rebound goal rate, with Anton Frondell a defensive liability. New York mirrors this wasteful streak at 0% high-danger and 0% rebound rates, though Alexander Romanov represents their defensive weak link. Despite these finish problems, New York's underlying superiority holds. The model's 57% lean on the Islanders aligns with the evidence.

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
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