Backcheck
Recap · DAL at EDM

Stars run the Oilers off the ice on the underlying numbers

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

By the ModelJul 11, 5:36 PMxG: xgboost-0.758Edited for clarity
Away
DAL
Dallas Stars
8
Home
EDM
Edmonton Oilers
3
FINAL
Process vs result

The underlying story

4.23Expected goals2.48
63% share for the better side
30Shot attempts (SOG)25
7High-danger chances3
56Corsi (all attempts)51
Score-adjusted: 45% / 55%
Source · NHL play-by-play · XGBoost xG

Dallas won 8-3, but the underlying numbers tell a more competitive story. The Stars controlled 63% of expected goals (4.23–2.48), validating the victory without the blowout margin. That five-goal gap owed to a 3.77-goal overperformance — Dallas converted at elite rates while Edmonton's goaltending faltered.

The dominance was real. Dallas generated 0.076 expected goals per shot against Edmonton's 0.049. In the high-danger zone, the Stars were clinical: three goals on seven chances (43%). Edmonton had three high-danger opportunities and buried none. Off the rush, Dallas scored four times on twenty-four transition attempts.

Edmonton's shot volume (46% of attempts) obscured their underlying weakness. The Oilers generated low-quality chances. S. Skinner's relief appearance tells the story: 4 saves on 8 shots (0.500 SV%), underperforming expected by 2.87 goals.

J. Oettinger was solid for Dallas, posting 22 saves on 25 shots (0.880 SV%, −0.52 vs expected). C. Pickard started for Edmonton with 18 saves on 22 shots (0.818 SV%, −0.90 vs expected) — respectable but insufficient.

Dallas's power play widened the gap. The Stars scored three goals on eleven attempts (1.83 expected goals). Edmonton crashed the net effectively, generating four rebound chances and converting two; Dallas matched their four rebounds but converted all four, a difference that defined the afternoon.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
DAL3 / 7 · 1.97 xG
EDM1 / 3 · 0.62 xG
Medium dangermid-range
DAL4 / 16 · 1.84 xG
EDM1 / 12 · 1.43 xG
Low dangerperimeter & point
DAL1 / 33 · 0.42 xG
EDM1 / 36 · 0.43 xG

DAL went 4-for-16 from medium danger on 1.84 expected goals — 2.2 above expected.

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

Finishing vs expected

expectedactual
DAL
8 G · 4.23 xG · +3.8
EDM
3 G · 2.48 xG · +0.5
0123456789
Goalies · GSAx (goals saved above expected)
J. OettingerDAL
-0.5
C. PickardEDM
-0.9
S. SkinnerEDM
-2.9

DAL finished +3.8 against expected, EDM +0.5 — S. Skinner (EDM) allowed 2.9 more goals than expected.

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

Shot diet

goalsshots
DAL
WRIST5/26
SNAP1/4
SLAP0/2
BACKHAND1/1
TIP IN0/4
DEFLECTED1/3
WRAP AROUND0/1
OTHER0/15
EDM
WRIST1/13
SNAP1/7
SLAP1/8
BACKHAND0/6
TIP IN0/2
DEFLECTED0/0
WRAP AROUND0/1
OTHER0/14
DAL
EDM
Off the rush
4 G on 24 · 2.76 xG
0 G on 16 · 1.33 xG
Off rebounds
4 G on 4 · 0.93 xG
2 G on 4 · 0.78 xG

Wrist shots carried the volume: DAL went 5-for-26, EDM 1-for-13. DAL scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
W. Johnston
#53 · C · DAL
1 G · 3 A · 3 SOG · 17:59 TOI · +1
J. Robertson
#21 · L · DAL
1 G · 2 A · 4 SOG · 16:57 TOI · -1
T. Seguin
#91 · C · DAL
0 G · 2 A · 0 SOG · 17:06 TOI · -1
Ranked from the box score — points first · Backcheck
What the model flagged
  • EDM had the shot volume but the chances weren't dangerous.
  • S. Skinner (EDM) gave up 2.9 goals more than expected — well below their workload.
  • DAL had the higher quality looks — 0.076 xG/shot vs 0.049.
  • DAL was clinical in the high-danger zone — 3/7 on HD chances (43%).
  • DAL was lethal off the rush — 4 goals on 24 rush chances.
  • EDM created 4 rebound opportunities (2 converted) — crashing the net effectively.
  • DAL created 4 rebound opportunities (4 converted) — crashing the net effectively.
  • DAL outperformed their expected goals by 3.8 — elite finishing or lucky bounces.
  • DAL power play was dominant — 3 PPG on 11 PP shots (1.83 xG).
Before the game — the model's pre-game read
Preview · DAL at EDM · 9:00 PM ET

Stars at Oilers: a genuine coin flip

By the ModelJul 11, 5:34 PMEdited for clarity
Win probability

The model's lean

53%
EDM
Model favorite
47%
53%
DAL50EDM

EDM by 6 points of win probability — a modest lean. Projected score DAL 2.42.6 EDM; 18% chance it's tied after 60.

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

Tale of the tape

DAL← edge
edge →EDM
51.0%5v5 xG%52.0%
47.0%Corsi%50.0%
2.36xGF / 602.64
2.29xGA / 602.47
2.07Goals for / gm2.13
1.68Goals against / gm2.29
1.024PDO — luck, not skill0.982

EDM holds 4 of 6 process categories — and PDO (1.024 vs 0.982) says DAL has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects Dallas 2.4 goals, Edmonton 2.6, and odds the Oilers at 53% to win. Call it a pick'em.

Dallas enters hot. The Stars are 7–2–1 in their last ten, riding points momentum that the underlying numbers have earned—they sit at 51.0% expected-goals share at 5v5. Edmonton, by contrast, is underwater. The Oilers have a -12 goal differential over the same stretch and trail at 52.0% xGoals, which sounds like an edge until you notice that Dallas owns 47.0% Corsi to Edmonton's 50.0%. The Oilers are dictating territory. They're just not converting.

That's where the regression watch matters. Edmonton's PDO of 0.982 is running cold—a sign-post for positive mean-reversion. Dallas at 1.024 is running hot and should expect regression in the other direction. Strip away the noise and you're left with two evenly matched teams separated by variance and recent run.

Zach Hyman is Edmonton's most dangerous operator: 1.23 xG/60, 14 goals, and he's taking high-danger chances (1 HD goal). Connor McDavid remains a force at 0.92 xG/60 with 25 goals and 33 assists, though his 13.7% shooting rate and 5 HD goals show he's been clinical, not carried by PDO. Jason Robertson mirrors McDavid's output (25G 21A) but at 0.96 xG/60 and a more modest 12.4% shooting—he's backed by process. Michael Bunting rounds the supporting cast at 0.83 xG/60 with 8 goals and 14 assists, though his 7.6% shooting hints at a player out of sync.

The territorial advantage belongs to Edmonton. The match belongs to nobody.

Computed danger · scouting

Players to watch

DAL
Jason Robertson25G 21A
0.96 xG/60 · 2 HD · 12.4% sh
Michael Bunting8G 14A
0.83 xG/60 · 0 HD · 7.6% 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