Backcheck
Recap · VAN at CHI

Canucks pull away from the Blackhawks

The Canucks stole one. They lost the expected-goals battle 3.01–3.76 and won anyway.

By the ModelJul 12, 5:46 AMxG: xgboost-0.758Edited for clarity
Away
VAN
Vancouver Canucks
6
Home
CHI
Chicago Blackhawks
3
FINAL
Process vs result

The underlying story

3.01Expected goals3.76
56% share for the better side
22Shot attempts (SOG)23
2High-danger chances5
39Corsi (all attempts)56
Score-adjusted: 38% / 62%
Source · NHL play-by-play · XGBoost xG

The Canucks won 6-3, but the real story is what the Blackhawks didn't do with their chances. Chicago controlled 56% of expected goals at 5v5 (3.76–3.01)—a team that should have stolen points instead got run off the ice.

The gap came down to execution and goaltending. N. Tolopilo stopped all 5 high-danger attempts; A. Soderblom went 0.800 SV%, a missed opportunity when every save matters. On volume, the teams shot similarly (23–22), but Vancouver converted and Chicago didn't. The Blackhawks were 0/5 on high-danger chances—that won't happen often.

Both teams were dangerous in transition. Chicago scored 3 goals on 32 rush chances; Vancouver answered with 3 on just 21, a conversion rate nearly double Chicago's. That margin—efficient scoring on chances, especially the rush—separated a close play-by-play story from a 6-3 final.

B. Boeser was the game's tipping point, scoring twice and breaking Chicago's grip on possession. M. Pettersson set the tone with two assists in 27:12. Chicago's F. Nazar stayed aggressive with 1 goal and 1 assist in 20:02, but the Blackhawks' bright spots couldn't force a reckoning with their underlying play.

Vancouver outperformed their xG by 2.99 goals—elite finishing or kind bounces, depending on your read. Chicago underperformed by 0.76. One team's variance went sideways; the other's broke right. Over time, regression catches up, but on this night, Vancouver made Chicago's control look irrelevant.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VAN2 / 2 · 1.26 xG
CHI0 / 5 · 1.23 xG
Medium dangermid-range
VAN4 / 12 · 1.19 xG
CHI3 / 17 · 1.93 xG
Low dangerperimeter & point
VAN0 / 25 · 0.56 xG
CHI0 / 34 · 0.61 xG

VAN went 4-for-12 from medium danger on 1.19 expected goals — 2.8 above expected.

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

Finishing vs expected

expectedactual
VAN
6 G · 3.01 xG · +3.0
CHI
3 G · 3.76 xG · -0.8
01234567
Goalies · GSAx (goals saved above expected)
N. TolopiloVAN
+0.8
A. SoderblomCHI
-1.0

VAN finished +3.0 against expected, CHI -0.8 — A. Soderblom (CHI) allowed 1.0 more goals than expected.

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

Shot diet

goalsshots
VAN
WRIST3/20
SNAP0/1
TIP IN2/5
SLAP0/3
BACKHAND0/2
WRAP AROUND0/1
BAT1/1
OTHER0/6
CHI
WRIST0/9
SNAP1/21
TIP IN1/5
SLAP0/6
BACKHAND1/3
WRAP AROUND0/0
BAT0/0
OTHER0/12
VAN
CHI
Off the rush
3 G on 21 · 1.67 xG
3 G on 32 · 3.17 xG
Off rebounds
1 G on 3 · 0.34 xG
0 G on 1 · 0.16 xG

Wrist shots carried the volume: VAN went 3-for-20, CHI 0-for-9. VAN scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
M. Pettersson
#29 · D · VAN
0 G · 2 A · 1 SOG · 27:12 TOI · +3
F. Nazar
#91 · C · CHI
1 G · 1 A · 3 SOG · 20:02 TOI · -2
B. Boeser
#6 · R · VAN
2 G · 0 A · 4 SOG · 19:13 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • VAN stole this one. CHI owned 56% of the xG and lost.
  • CHI couldn't convert — 0/5 on high-danger chances. That won't happen often.
  • CHI was lethal off the rush — 3 goals on 32 rush chances.
  • VAN was lethal off the rush — 3 goals on 21 rush chances.
  • VAN created 3 rebound opportunities (1 converted) — crashing the net effectively.
  • VAN outperformed their expected goals by 3.0 — elite finishing or lucky bounces.
  • N. Tolopilo was a wall on HD chances — 100% SV on 5 high-danger shots.
Before the game — the model's pre-game read
Preview · VAN at CHI · 8:30 PM ET

Canucks at Blackhawks: a genuine coin flip

By the ModelJul 12, 5:44 AMEdited for clarity
Win probability

The model's lean

50%
CHI
Model favorite
50%
50%
VAN50CHI

CHI by 0 points of win probability — effectively a coin flip. Projected score VAN 2.62.6 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

VAN← edge
edge →CHI
44.0%5v5 xG%42.0%
46.0%Corsi%46.0%
2.22xGF / 602.17
2.81xGA / 602.94
1.60Goals for / gm1.84
2.56Goals against / gm2.41
0.974PDO — luck, not skill0.996

The season numbers split 33 — no clear process edge — and PDO (0.974 vs 0.996) says CHI has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.6–2.6 game with the Blackhawks at 50% win probability. This is about as close to a pick'em as you'll find.

Both teams are struggling lately. Chicago sits at -13 goal differential over its last 10 games; Vancouver is worse off at -22. The underlying metrics show why: Vancouver's xG% is 44.0% versus Chicago's 42.0%, both underwhelming. Corsi% is deadlocked at 46.0% each—neither team is dominating possession.

The PDO numbers reveal different problems. Vancouver's 0.974 is running cold and due for positive regression. Chicago's 0.996 sits closer to neutral, suggesting recent results have more closely matched actual performance.

K. Lankinen of Chicago plays on a back-to-back. Watch for either a backup start or a tired starter.

For Vancouver, Filip Chytil remains a name worth knowing—except he's likely out, having missed the last 32 days. When healthy, his 1.03 xG per 60 minutes and 15.0% shooting rate made him dangerous. Drew O'Connor carries the load: 13 goals on 0.85 xG/60 with an 11.8% shooting rate gives him genuine finishing touch beyond the model's expectation.

Chicago's offensive profile is deeper. Tyler Bertuzzi leads with 20 goals on 0.85 xG/60 and an 18.0% shooting rate—he's beating the model. Connor Bedard (17 goals, 0.82 xG/60, 11.8% shooting) offers secondary punch. Both have accumulated significant high-danger chances: Bertuzzi 7, Bedard 5.

The tactical picture is grim for both offenses. Vancouver has generated zero percent of its goals from hard chances or rebounds—everything comes from regular play. Chicago mirrors this problem: zero percent from hard chances and rebounds. That's a constraint on upside for both teams.

On defense, Vancouver's weak link is Victor Mancini. Chicago's is Anton Frondell. In a matchup this even, these liabilities could prove decisive.

This is genuinely a coin flip because the models see it that way, and the underlying numbers don't offer much clarification. Both teams are cooling (Canucks cooling faster), both are constrained on offense, and both carry defensive vulnerabilities. The back-to-back for Chicago's starter adds a small wrinkle, but not enough to tip a 50-50 proposition.

Computed danger · scouting

Players to watch

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
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