Backcheck
Recap · EDM at WPG

Oilers run the Jets off the ice on the underlying numbers

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

By the ModelJul 12, 12:20 AMxG: xgboost-0.758Edited for clarity
Away
EDM
Edmonton Oilers
4
Home
WPG
Winnipeg Jets
3
FINAL
Process vs result

The underlying story

3.96Expected goals1.84
68% share for the better side
30Shot attempts (SOG)16
7High-danger chances1
52Corsi (all attempts)40
Score-adjusted: 60% / 40%
Source · NHL play-by-play · XGBoost xG

The Oilers' 4-3 victory flattered the Jets—Edmonton controlled 68% of 5v5 expected goals (3.96–1.84), a margin that should have produced a wider win. The scoreline's tightness owed entirely to variance: the Jets overperformed their expected goals by 1.16, converting three goals from chances that defied the numbers.

Edmonton dominated at both volume and quality. Winnipeg managed 35% of shot attempts (16–30) and ceded high-danger chances 1–7. The Oilers' efficiency advantage was stark: 0.076 expected goals per shot versus 0.046. C. Pickard (EDM) proved vulnerable; his 13 saves on 16 shots yielded a 0.812 save percentage, running 1.16 goals worse than expected, yet Edmonton still built separation.

The Jets' opportunism masked a one-sided contest. They scored twice from low-danger areas—the sort of chances opposing goalies should steal. But Winnipeg found another path to competitiveness: rush chances. Both teams converted ruthlessly in transition. EDM scored four goals on 25 rush attempts; WPG matched that edge with three goals on 24 rushes. Transition play kept the margin tight.

C. Hellebuyck (WPG) partially offset Edmonton's dominance, posting a 0.867 save percentage. E. Bouchard (EDM) punctuated the Oilers' control: his snap shot from the high slot at 10:37 of the third period sealed their command. M. Scheifele (WPG) recorded two assists in a losing effort, evidence that individual excellence coexists with team-wide defeat.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
EDM2 / 7 · 1.88 xG
WPG0 / 1 · 0.19 xG
Medium dangermid-range
EDM2 / 16 · 1.66 xG
WPG1 / 9 · 0.91 xG
Low dangerperimeter & point
EDM0 / 29 · 0.42 xG
WPG2 / 30 · 0.74 xG

WPG went 2-for-30 from low danger on 0.74 expected goals — 1.3 above expected.

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

Finishing vs expected

expectedactual
EDM
4 G · 3.96 xG · +0.0
WPG
3 G · 1.84 xG · +1.2
012345
Goalies · GSAx (goals saved above expected)
C. PickardEDM
-1.2
C. HellebuyckWPG
-0.0

EDM finished +0.0 against expected, WPG +1.2 — C. Pickard (EDM) allowed 1.2 more goals than expected.

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

Shot diet

goalsshots
EDM
WRIST3/25
SNAP1/8
BACKHAND0/4
SLAP0/1
TIP IN0/2
DEFLECTED0/2
POKE0/0
OTHER0/10
WPG
WRIST1/10
SNAP2/7
BACKHAND0/3
SLAP0/6
TIP IN0/4
DEFLECTED0/0
POKE0/1
OTHER0/9
EDM
WPG
Off the rush
4 G on 25 · 2.27 xG
3 G on 24 · 1.43 xG
Off rebounds
0 G on 6 · 1.17 xG
0 G on 2 · 0.30 xG

Wrist shots carried the volume: EDM went 3-for-25, WPG 1-for-10. EDM scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
E. Bouchard
#2 · D · EDM
1 G · 1 A · 4 SOG · 26:02 TOI
C. McDavid
#97 · C · EDM
1 G · 1 A · 5 SOG · 24:24 TOI · +1
M. Scheifele
#55 · C · WPG
0 G · 2 A · 1 SOG · 22:43 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • C. Pickard (EDM) gave up 1.2 goals more than expected — well below their workload.
  • EDM had the higher quality looks — 0.076 xG/shot vs 0.046.
  • WPG scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • WPG was lethal off the rush — 3 goals on 24 rush chances.
  • EDM was lethal off the rush — 4 goals on 25 rush chances.
  • EDM created 6 rebound opportunities (0 converted) — crashing the net effectively.
Before the game — the model's pre-game read
Preview · EDM at WPG · 8:00 PM ET

Oilers at Jets: a genuine coin flip

By the ModelJul 11, 11:55 PMEdited for clarity
Win probability

The model's lean

51%
EDM
Model favorite
51%
49%
EDM50WPG

EDM by 2 points of win probability — effectively a coin flip. Projected score EDM 2.62.5 WPG; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season profile · edge from the spine

Tale of the tape

EDM← edge
edge →WPG
52.0%5v5 xG%48.0%
50.0%Corsi%49.0%
2.64xGF / 602.34
2.47xGA / 602.55
2.13Goals for / gm1.90
2.29Goals against / gm2.10
0.982PDO — luck, not skill0.998

EDM holds 5 of 6 process categories — and PDO (0.982 vs 0.998) says WPG has run hotter.

Source · MoneyPuck season tables · 5v5

The model gives Edmonton a 51% win probability. This is a pick'em—a statistical coin flip.

Edmonton has the underlying advantage. The Oilers own a 52.0% expected goals share at 5v5 to Winnipeg's 48.0%, meaning Edmonton will generate better scoring chances. That same dominance carries into shot volume: Edmonton's 50.0% Corsi barely trails Winnipeg's 49.0%.

But Edmonton runs cold. The Oilers' 0.982 PDO—a measure of shooting and goaltending luck—indicates they've been underperforming their expected output. They're scoring less frequently than their chances warrant and allowing slightly more. That luck asymmetry typically corrects. Their 6-4-0 record over the last 10 games has been inflated by a temporary advantage that models project will revert.

Winnipeg is in a slump. The Jets carry a minus-12 goal differential over their last 10, which understates how thoroughly they've been outplayed. They'll need to tighten on the back end; Colin Miller has been a defensive liability.

Goaltending could be the variable. C. Hellebuyck is on a back-to-back for Winnipeg, while C. Ingram faces the same situation for Edmonton. Either could see a backup in net, or both could start fatigued.

The star power cuts in Edmonton's favor. Connor McDavid has 25 goals on a 13.7% shooting rate—elite for a 0.92 expected goals per 60 player. Zach Hyman has been prolific with 14 goals and 13 assists at 1.23 xG/60, running a 13.0% shooting rate that's also elevated. Winnipeg's Kyle Connor (25 goals, 13.0% shooting, 0.83 xG/60) is their nearest equivalent, with Nino Niederreiter offering secondary scoring at 0.87 xG/60 and 6 goals and 6 assists. Jake Walman remains a weakness on Edmonton's defense.

The underlying advantage favors Edmonton. The 51% win probability reflects that edge: small, but real.

Computed danger · scouting

Players to watch

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
WPG
Nino Niederreiter6G 6A
0.87 xG/60 · 3 HD · 8.6% sh
Kyle Connor25G 30A
0.83 xG/60 · 2 HD · 13.0% sh
Source · MoneyPuck skaters