Backcheck
Recap · EDM at SJS

Oilers run the Sharks off the ice on the underlying numbers

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

By the ModelJul 12, 10:57 AMxG: xgboost-0.758Edited for clarity
Away
EDM
Edmonton Oilers
5
Home
SJS
San Jose Sharks
2
FINAL
Process vs result

The underlying story

3.22Expected goals2.14
60% share for the better side
26Shot attempts (SOG)14
5High-danger chances2
58Corsi (all attempts)41
Score-adjusted: 53% / 47%
Source · NHL play-by-play · XGBoost xG

Edmonton's 5–2 victory obscured how thoroughly the Oilers dominated. The scoreline suggests a blowout, but the underlying numbers reveal something sharper: Edmonton outfinished San Jose by 1.78 goals, converting elite chances while the Sharks' goaltending faltered under pressure.

Dominance on the underlying metrics. Edmonton controlled 60% of expected goals (3.22–2.14), a commanding advantage built on 26 shots to San Jose's 14 at even strength. San Jose held just 35% of shot attempts, unable to sustain any meaningful possession. High-danger chances went 5–2 to Edmonton, a gap that foreshadowed the final margin.

Where the goals came from. Edmonton's power play proved lethal—three goals on eight shots (0.64 xG), an execution rate that accounted for the entire spread. At even strength, the game was closer, but the Oilers' shot volume and quality prevailed. A. Nedeljkovic (San Jose) allowed 1.78 goals more than expected on 21–26 saves, bearing the brunt of Edmonton's elite finishing.

The turning point. Connor McDavid's wrist shot from the doorstep at 14:13 of the second period gave Edmonton momentum they never relinquished.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
EDM1 / 5 · 1.10 xG
SJS0 / 2 · 0.43 xG
Medium dangermid-range
EDM4 / 17 · 1.72 xG
SJS1 / 13 · 1.50 xG
Low dangerperimeter & point
EDM0 / 36 · 0.41 xG
SJS1 / 26 · 0.21 xG

EDM went 4-for-17 from medium danger on 1.72 expected goals — 2.3 above expected.

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

Finishing vs expected

expectedactual
EDM
5 G · 3.22 xG · +1.8
SJS
2 G · 2.14 xG · -0.1
0123456
Goalies · GSAx (goals saved above expected)
T. JarryEDM
+0.6
C. IngramEDM
-0.5
A. NedeljkovicSJS
-1.8

EDM finished +1.8 against expected, SJS -0.1 — A. Nedeljkovic (SJS) allowed 1.8 more goals than expected.

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

Shot diet

goalsshots
EDM
WRIST2/29
SLAP0/6
TIP IN1/4
BACKHAND1/1
SNAP0/0
POKE1/1
OTHER0/17
SJS
WRIST1/17
SLAP0/3
TIP IN1/5
BACKHAND0/1
SNAP0/2
POKE0/0
OTHER0/13
EDM
SJS
Off the rush
4 G on 23 · 2.25 xG
2 G on 19 · 1.75 xG
Off rebounds
1 G on 2 · 0.30 xG
0 G on 1 · 0.12 xG

Wrist shots carried the volume: EDM went 2-for-29, SJS 1-for-17. EDM scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
C. McDavid
#97 · C · EDM
3 G · 2 A · 8 SOG · 21:10 TOI · +2
E. Bouchard
#2 · D · EDM
0 G · 2 A · 0 SOG · 22:32 TOI · +1
V. Podkolzin
#92 · R · EDM
1 G · 1 A · 3 SOG · 16:48 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • A. Nedeljkovic (SJS) gave up 1.8 goals more than expected — well below their workload.
  • SJS was lethal off the rush — 2 goals on 19 rush chances.
  • EDM was lethal off the rush — 4 goals on 23 rush chances.
  • EDM outperformed their expected goals by 1.8 — elite finishing or lucky bounces.
  • T. Jarry (EDM) saved 2.1 goals above expected — stole the show.
  • EDM power play was dominant — 3 PPG on 8 PP shots (0.64 xG).
Before the game — the model's pre-game read
Preview · EDM at SJS · 10:00 PM ET

Oilers at Sharks: a genuine coin flip

By the ModelJul 12, 10:55 AMEdited for clarity
Win probability

The model's lean

51%
EDM
Model favorite
51%
49%
EDM50SJS

EDM by 2 points of win probability — effectively a coin flip. Projected score EDM 2.62.5 SJS; 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 →SJS
52.0%5v5 xG%48.0%
50.0%Corsi%47.0%
2.64xGF / 602.33
2.47xGA / 602.56
2.13Goals for / gm1.99
2.29Goals against / gm2.32
0.982PDO — luck, not skill0.998

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

Source · MoneyPuck season tables · 5v5

The pregame model sees EDM at 2.6 expected goals, SJS at 2.5, and the Oilers at precisely 51% win probability. That's as close to a true coin flip as projection gets.

Edmonton owns the underlying play. At 52.0% 5v5 xG share and 50.0% Corsi%, the Oilers control territory consistently. San Jose's -8 goal differential over their last 10 games reflects the opposite: a team losing almost every edge. Yet the Sharks' 0.998 PDO suggests they've benefited from bounces, while Edmonton's 0.982 PDO indicates they've been running cold and are due for positive regression.

Rest provides structural advantage. The Oilers arrive on three days' rest; the Sharks on one. In a coin flip, that compounds.

A. Nedeljkovic starts on back-to-back duty for San Jose. Fatigue could expose the Sharks' defense to Edmonton's xG advantage.

Connor McDavid anchors the Edmonton case. At 25 goals and 33 assists with 5 high-danger chances, he plays a different tier than any Shark. Zach Hyman has been Edmonton's forward engine, generating 1.23 xG/60 and 14 goals on just 13.0% shooting—underperformance that suggests regression is near. Pavol Regenda (1.10 xG/60, 5 goals) and Igor Chernyshov (0.91 xG/60, 6 goals, 15.0% shooting) lead San Jose's offense, though Chernyshov's defensive positioning has been exposed. Jake Walman's deployment on Edmonton's blue line shapes their vulnerabilities.

Both teams record 0% HD goal rate and 0% rebound goal rate, removing secondary-scoring variance from the equation. The team that wins the xG battle and converts at league average wins the game. Edmonton should command the former; possession suggests it will command both.

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
SJS
Pavol Regenda5G 1A
1.10 xG/60 · 2 HD · 16.1% sh
Igor Chernyshov6G 8A
0.91 xG/60 · 1 HD · 15.0% sh
Source · MoneyPuck skaters