Backcheck
Recap · CHI at VAN

S. Knight stands tall as the Blackhawks edge the Canucks

The Blackhawks stole one. They lost the expected-goals battle 4.03–5.84 and won anyway.

By the ModelJul 11, 2:42 PMxG: xgboost-0.758Edited for clarity
Away
CHI
Chicago Blackhawks
5
Home
VAN
Vancouver Canucks
2
FINAL
Process vs result

The underlying story

4.03Expected goals5.84
59% share for the better side
28Shot attempts (SOG)45
6High-danger chances14
59Corsi (all attempts)72
Score-adjusted: 43% / 57%
Source · NHL play-by-play · XGBoost xG

Chicago won the game Vancouver deserved to win. The Canucks held 59% of expected goals and 62% of shot attempts, yet lost 5-2—a variance driven entirely by execution in the danger zones and one exceptional goaltender.

S. Knight was that goaltender. He stopped 43 of 45 shots (0.956 SV%), overperforming his expected goals against by 3.84. K. Lankinen, at 0.852, offered no margin against a team that converted when the moment demanded it.

The split was binary and brutal. Chicago scored 3 of 6 high-danger chances; Vancouver scored 0 of 14. That 50% efficiency against zero is not variance—it is execution. Vancouver created more high-danger looks overall (14 to 6), then failed to finish any of them. The Canucks' two goals came from low-danger spots, a gift to opposing goalies. One goal came from the rush, where Vancouver converted 2 of 36 attempts while Chicago scored 4 from 25.

Rebound play showed the same pattern. Vancouver crashed the net and created 11 second chances, converting zero. Chicago's efficiency turned volume into a win.

The result frustrated any observer tracking possession. Vancouver outshot Chicago in attempts (45–28) and generated higher-quality looks (5.84 xG to 4.03). But the high-danger zone revealed the truth: Vancouver's 0-for-14 clip combined with S. Knight's 3.84-goal overperformance turned a should-be loss into a convincing win.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
CHI3 / 6 · 2.14 xG
VAN0 / 14 · 3.31 xG
Medium dangermid-range
CHI1 / 13 · 1.45 xG
VAN0 / 13 · 1.48 xG
Low dangerperimeter & point
CHI1 / 40 · 0.44 xG
VAN2 / 45 · 1.05 xG

VAN went 0-for-14 from high danger on 3.31 expected goals — 3.3 left on the table.

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

Finishing vs expected

expectedactual
CHI
5 G · 4.03 xG · +1.0
VAN
2 G · 5.84 xG · -3.8
01234567
Goalies · GSAx (goals saved above expected)
S. KnightCHI
+3.8
K. LankinenVAN
+0.0

CHI finished +1.0 against expected, VAN -3.8 — S. Knight (CHI) saved 3.8 goals above expected.

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

Shot diet

goalsshots
CHI
WRIST3/28
SNAP0/1
SLAP0/6
BACKHAND1/3
TIP IN0/1
DEFLECTED1/2
WRAP AROUND0/0
OTHER0/18
VAN
WRIST0/28
SNAP1/14
SLAP1/9
BACKHAND0/3
TIP IN0/5
DEFLECTED0/2
WRAP AROUND0/2
OTHER0/9
CHI
VAN
Off the rush
4 G on 25 · 3.32 xG
2 G on 36 · 3.50 xG
Off rebounds
0 G on 2 · 0.36 xG
0 G on 11 · 1.65 xG

Wrist shots carried the volume: CHI went 3-for-28, VAN 0-for-28. CHI scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
T. Bertuzzi
#59 · L · CHI
3 G · 0 A · 4 SOG · 20:27 TOI · +1
C. Bedard
#98 · C · CHI
1 G · 1 A · 5 SOG · 20:32 TOI
R. Donato
#8 · C · CHI
0 G · 2 A · 1 SOG · 11:36 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • CHI stole this one. VAN owned 59% of the xG and lost.
  • S. Knight (CHI) stopped 3.8 goals above expected.
  • Open game — 20 high-danger chances combined (VAN 14, CHI 6).
  • VAN couldn't convert — 0/14 on high-danger chances. That won't happen often.
  • CHI was clinical in the high-danger zone — 3/6 on HD chances (50%).
  • VAN scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • VAN was lethal off the rush — 2 goals on 36 rush chances.
  • CHI was lethal off the rush — 4 goals on 25 rush chances.
  • VAN created 11 rebound opportunities (0 converted) — crashing the net effectively.
  • VAN underperformed xG by 3.8 — wasted quality chances.
  • S. Knight (CHI) saved 3.8 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · CHI at VAN · 10:00 PM ET

Blackhawks at Canucks: a genuine coin flip

By the ModelJul 11, 2:41 PMEdited for clarity
Win probability

The model's lean

54%
VAN
Model favorite
46%
54%
CHI50VAN

VAN by 8 points of win probability — a modest lean. Projected score CHI 2.52.7 VAN; 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 →VAN
42.0%5v5 xG%44.0%
46.0%Corsi%46.0%
2.17xGF / 602.22
2.94xGA / 602.81
1.84Goals for / gm1.60
2.41Goals against / gm2.56
0.996PDO — luck, not skill0.974

VAN holds 4 of 6 process categories — and PDO (0.996 vs 0.974) says CHI has run hotter.

Source · MoneyPuck season tables · 5v5

This is as close to a toss-up as NHL models produce. The projection sits at a 2.5–2.7 expected margin for Chicago with Vancouver holding a 54% win probability—barely a lean, not a conviction. Either team winning is entirely within the noise.

Structurally, the Canucks have earned that thin edge on underlying metrics: 44.0% expected goals share against Chicago's 42.0%, and identical 46.0% Corsi rates suggest neither team has seized territory control. But Vancouver's form over its last 10 games tells a different story—the team sits at -6 goal differential, underwater across a solid sample. That stretch plays into Chicago's angle more than it should.

The season-long PDO split widens the picture. Vancouver's 0.974 is running cold by definition, a regression candidate due a bounce in the coming week. Chicago's 0.996, by contrast, is slightly lucky but not dramatically so. This gap doesn't swing games on its own, but it tilts the variance when two otherwise-similar teams collide.

Goaltending introduces fatigue as a compounding factor. Both A. Soderblom and T. Demko take the net off a back-to-back, a situation that typically favors the team with fresher forward legs. That's neutral here—each team's depth absorbs the starter's possible listlessness.

Chicago's offensive load rests on Tyler Bertuzzi, who carries 20G 15A with 0.85 xG/60 and 7 HD goals at 18.0% shooting—volume without unsustainability. Connor Bedard trails at 17G 27A on 0.82 xG/60 and 5 HD goals, shooting just 11.8%; the low rate suggests missed opportunity or poor positioning rather than regression. Vancouver counters with Filip Chytil generating 1.03 xG/60 (the highest on the ice) but converting at only 3G on 0A, a mismatch that speaks to either puck luck or draft inefficiency. Drew O'Connor (13G 11A, 0.85 xG/60, 3 HD goals) provides secondary ballast at 11.8% shooting.

Neither team generates meaningful high-danger or rebound sequences—both register at 0% on these interior metrics—meaning play lives in perimeter chaos. Defensively, Chicago has Anton Frondell as a soft spot; Vancouver has Victor Mancini in that role. Both weaknesses exist but neither is exploitable enough to break a tight game.

The model call is correct. This is a flip, and the 54% lean toward Vancouver reflects home ice, not offensive superiority. Take Vancouver if you need the lean, but expect Chicago to hang around until late.

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
VAN
Filip Chytil3G 0A
1.03 xG/60 · 1 HD · 15.0% sh
Drew O'Connor13G 11A
0.85 xG/60 · 3 HD · 11.8% sh
Source · MoneyPuck skaters