Backcheck
Recap · CHI at EDM

Oilers run the Blackhawks off the ice on the underlying numbers

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

By the ModelJul 12, 10:06 AMxG: xgboost-0.758Edited for clarity
Away
CHI
Chicago Blackhawks
1
Home
EDM
Edmonton Oilers
3
FINAL
Process vs result

The underlying story

2.87Expected goals5.62
66% share for the better side
18Shot attempts (SOG)39
5High-danger chances11
58Corsi (all attempts)70
Score-adjusted: 49% / 52%
Source · NHL play-by-play · XGBoost xG

Edmonton's 11-5 high-danger chance advantage predicted a blowout. Instead, they won 3-1, a scoreline that flattered Chicago only because S. Knight delivered a 0.970 save percentage and stopped 3.88 goals above expected.

The Oilers' dominance extended across every underlying metric. They controlled 66% of expected goals (5.62–2.87), held 68% of shot attempts (39–18), and generated xG at 0.080 per shot compared to Chicago's 0.050. Both teams underperformed their xG—Edmonton by 2.62 goals, Chicago by 1.87—but the gap in play was unmistakable.

Edmonton's efficiency showed on the rush, where they scored 2 goals from 35 chances and created 9 rebound opportunities, burying one. That net-front dominance eluded Chicago entirely.

T. Jarry (EDM) posted a 0.944 save percentage and +1.87 in save value, solid work behind an elite team. A. Soderblom (CHI) appeared in relief and managed a 0.800 save percentage.

Vasily Podkolzin's snap shot from the top of the circles at 18:59 of the third period marked the turning point.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
CHI1 / 5 · 1.09 xG
EDM2 / 11 · 2.92 xG
Medium dangermid-range
CHI0 / 11 · 1.20 xG
EDM1 / 18 · 1.93 xG
Low dangerperimeter & point
CHI0 / 42 · 0.57 xG
EDM0 / 41 · 0.77 xG

CHI went 0-for-11 from medium danger on 1.20 expected goals — 1.2 left on the table.

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

Finishing vs expected

expectedactual
CHI
1 G · 2.87 xG · -1.9
EDM
3 G · 5.62 xG · -2.6
0123456
Goalies · GSAx (goals saved above expected)
S. KnightCHI
+3.9
A. SoderblomCHI
-0.3
T. JarryEDM
+1.9

CHI finished -1.9 against expected, EDM -2.6 — S. Knight (CHI) saved 3.9 goals above expected.

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

Shot diet

goalsshots
CHI
SNAP1/23
WRIST0/5
SLAP0/2
TIP IN0/4
BACKHAND0/1
DEFLECTED0/2
POKE0/0
OTHER0/21
EDM
SNAP2/11
WRIST0/25
SLAP0/7
TIP IN0/4
BACKHAND1/6
DEFLECTED0/0
POKE0/1
OTHER0/16
CHI
EDM
Off the rush
0 G on 23 · 1.96 xG
2 G on 35 · 3.71 xG
Off rebounds
1 G on 2 · 0.23 xG
1 G on 9 · 1.34 xG

Snap shots carried the volume: CHI went 1-for-23, EDM 2-for-11. EDM scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
E. Bouchard
#2 · D · EDM
0 G · 1 A · 2 SOG · 23:10 TOI
C. McDavid
#97 · C · EDM
0 G · 1 A · 8 SOG · 21:45 TOI
D. Nurse
#25 · D · EDM
0 G · 1 A · 1 SOG · 20:23 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • S. Knight (CHI) stopped 3.9 goals above expected.
  • Open game — 16 high-danger chances combined (EDM 11, CHI 5).
  • EDM generated far more dangerous chances — 0.080 xG/shot vs 0.050. Quality over quantity.
  • EDM was lethal off the rush — 2 goals on 35 rush chances.
  • EDM created 9 rebound opportunities (1 converted) — crashing the net effectively.
  • EDM underperformed xG by 2.6 — wasted quality chances.
  • CHI underperformed xG by 1.9 — wasted quality chances.
  • S. Knight (CHI) saved 4.6 goals above expected — stole the show.
  • A. Soderblom (CHI) saved 4.6 goals above expected — stole the show.
  • T. Jarry (EDM) saved 1.9 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · CHI at EDM · 9:00 PM ET

The Oilers are the model's lean over the Blackhawks — with PDO regression in play

By the ModelJul 12, 10:04 AMEdited for clarity
Win probability

The model's lean

60%
EDM
Model favorite
40%
60%
CHI50EDM

EDM by 20 points of win probability — a clear lean. Projected score CHI 2.32.9 EDM; 17% 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 →EDM
42.0%5v5 xG%52.0%
46.0%Corsi%50.0%
2.17xGF / 602.64
2.94xGA / 602.47
1.84Goals for / gm2.13
2.41Goals against / gm2.29
0.996PDO — luck, not skill0.982

EDM holds 6 of 6 process categories — and PDO (0.996 vs 0.982) says CHI has run hotter.

Source · MoneyPuck season tables · 5v5

Edmonton enters with a 60% win probability in a matchup the model projects as a 2.3-to-2.9 advantage. The gap widens when you account for luck.

The Oilers own the underlying play: 52.0% expected goals share against 42.0%, and 50.0% Corsi to control territory decisively. Form backs it up — Edmonton is 6-3-1 over their last 10, while Chicago sits at -19 goal differential in the same window, a stark illustration of how far below the surface things have drifted.

The opening matters: Chicago's goaltending will command attention. C. Ingram is on a back-to-back and faces the risk of a tired start or a backup appearance. S. Knight faces the same squeeze on the other end. The Oilers are running ice cold at 0.982 PDO, and positive regression is not a question of if, but when.

Chicago's offensive foundation centers on Tyler Bertuzzi, who leads at 20 goals with 15 assists and an xG output of 0.85 per 60 minutes. His 7 high-danger goals reflect volume and finishing — an 18.0% shooting rate confirms efficiency. Connor Bedard's 17 goals and 27 assists (0.82 xG/60) widen the workload, though his 11.8% shooting suggests room for regression.

Edmonton counters with Zach Hyman as the engine: 1.23 xG/60, 14 goals, 13 assists, and just 1 high-danger goal. His 13.0% shooting rate sits flush with his role. Connor McDavid operates above this. Twenty-five goals, 33 assists, and 0.92 xG/60 places him as the fulcrum of Edmonton's attack. At 13.7% shooting, he has run warmer than expected; the Oilers' collective 0.982 PDO masks individual variance.

Chicago's defensive weak point emerges around Anton Frondell. Edmonton's liability runs through Jake Walman. Both teams have struggled to generate high-danger and rebound goals — a constraint that favors the team whose underlying metrics suggest more volume is coming. That's Edmonton.

The model is lean because Edmonton's 52.0% xG share reflects superior play, not fortune. Chicago's only structural advantage is goaltending; the back-to-back assignments undermine even that. The Oilers' 0.982 PDO leaves room for positive regression. The Blackhawks' -19 goal differential leaves none.

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
EDM
Zach Hyman14G 13A
1.23 xG/60 · 1 HD · 13.0% sh
Connor McDavid25G 33A
0.92 xG/60 · 5 HD · 13.7% sh
Source · MoneyPuck skaters