Backcheck
Recap · CGY at EDM

Oilers run the Flames off the ice on the underlying numbers

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

By the ModelJul 11, 9:51 PMxG: xgboost-0.758Edited for clarity
Away
CGY
Calgary Flames
1
Home
EDM
Edmonton Oilers
5
FINAL
Process vs result

The underlying story

2.28Expected goals5.96
72% share for the better side
19Shot attempts (SOG)39
2High-danger chances12
52Corsi (all attempts)70
Score-adjusted: 48% / 52%
Source · NHL play-by-play · XGBoost xG

The Oilers beat Calgary 5-1 while controlling 67% of shot attempts (39–19). That efficiency—a decisive victory without dominating the volume—stems from shot quality. At 5v5 xG, Edmonton led 5.96–2.28 (72–28%), generating 12 high-danger chances to Calgary's 2. They converted 3 of 16 power-play shots (1.87 xG).

Both teams underperformed their expected goals. Edmonton scored 5 on an xG of 5.96 (0.96 short), while Calgary scored 1 on 2.28 xG (1.28 short). The Flames' underperformance was steeper, reflecting their inability to capitalize on inferior chances.

C. Ingram's goaltending reinforced the margin. He saved 1.28 goals above expected on 19 saves (0.947 SV%), while D. Wolf saved 0.96 on 39 shots but allowed 5. The shot quality gap is decisive: Edmonton generated 0.085 xG per shot; Calgary 0.044. Leon Draisaitl's wrist shot from the doorstep (P3, 05:38) epitomized Edmonton's precision.

Connor McDavid orchestrated with 5 assists in 20:37. Leon Draisaitl finished with 3 goals in 18:49. Zach Hyman added 1 goal and 2 assists in 17:11. Edmonton's dominance extended to net-front play: 5 rebound chances created, 2 converted. Calgary created 3 and scored on zero.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
CGY0 / 2 · 0.50 xG
EDM3 / 12 · 2.99 xG
Medium dangermid-range
CGY0 / 12 · 1.31 xG
EDM2 / 21 · 2.38 xG
Low dangerperimeter & point
CGY1 / 38 · 0.46 xG
EDM0 / 37 · 0.59 xG

CGY went 0-for-12 from medium danger on 1.31 expected goals — 1.3 left on the table.

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

Finishing vs expected

expectedactual
CGY
1 G · 2.28 xG · -1.3
EDM
5 G · 5.96 xG · -1.0
01234567
Goalies · GSAx (goals saved above expected)
D. WolfCGY
+1.0
C. IngramEDM
+1.3

CGY finished -1.3 against expected, EDM -1.0 — C. Ingram (EDM) saved 1.3 goals above expected.

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

Shot diet

goalsshots
CGY
WRIST0/19
SNAP1/6
SLAP0/2
TIP IN0/2
BACKHAND0/1
BAT0/1
WRAP AROUND0/0
OTHER0/21
EDM
WRIST4/31
SNAP0/8
SLAP0/8
TIP IN1/3
BACKHAND0/3
BAT0/0
WRAP AROUND0/1
OTHER0/16
CGY
EDM
Off the rush
1 G on 27 · 1.88 xG
3 G on 41 · 4.51 xG
Off rebounds
0 G on 3 · 0.39 xG
2 G on 5 · 0.90 xG

Wrist shots carried the volume: CGY went 0-for-19, EDM 4-for-31. EDM scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
C. McDavid
#97 · C · EDM
0 G · 5 A · 6 SOG · 20:37 TOI · +1
L. Draisaitl
#29 · C · EDM
3 G · 0 A · 4 SOG · 18:49 TOI
Z. Hyman
#18 · L · EDM
1 G · 2 A · 6 SOG · 17:11 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • C. Ingram (EDM) stopped 1.3 goals above expected.
  • EDM generated far more dangerous chances — 0.085 xG/shot vs 0.044. Quality over quantity.
  • EDM was lethal off the rush — 3 goals on 41 rush chances.
  • EDM created 5 rebound opportunities (2 converted) — crashing the net effectively.
  • CGY created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • EDM power play was dominant — 3 PPG on 16 PP shots (1.87 xG).
Before the game — the model's pre-game read
Preview · CGY at EDM · 9:00 PM ET

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

By the ModelJul 11, 9:49 PMEdited for clarity
Win probability

The model's lean

56%
EDM
Model favorite
44%
56%
CGY50EDM

EDM by 12 points of win probability — a modest lean. Projected score CGY 2.42.8 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

CGY← edge
edge →EDM
47.0%5v5 xG%52.0%
49.0%Corsi%50.0%
2.36xGF / 602.64
2.66xGA / 602.47
1.76Goals for / gm2.13
2.15Goals against / gm2.29
0.985PDO — luck, not skill0.982

EDM holds 5 of 6 process categories — and PDO (0.985 vs 0.982) says CGY has run hotter.

Source · MoneyPuck season tables · 5v5

Edmonton owns this game on the forecast. The model projects a 2.4–2.8 Oilers win with 56% win probability, built on a clean advantage in underlying shot quality.

The edges are structural. Edmonton's 5v5 xG% sits at 52.0% against Calgary's 47.0%—a three-percentage-point gap that compounds over 60 minutes. Corsi% tightens it slightly (Edmonton 50.0%, Calgary 49.0%), meaning the Oilers dominate volume and efficiency both. This is not a lucky team squeaking past a hot one; this is the better team getting better looks.

Both squads are running cold at exactly the moment cold reverses. Edmonton's PDO of 0.982 and Calgary's 0.985 are both depressed—shooting and save percentage moving together to suppress results below what underlying play predicts. Regression is coming for both. If you are fading PDO outliers, you want Edmonton here, the team with the edge in the fundamentals to capitalize on positive variance.

A wrinkle: C. Ingram is on a back-to-back. Watch whether Calgary starts the backup or leans on a tired starter.

Calgary's offense runs through Blake Coleman, whose 0.89 xG/60 and 16 goals with 12 assists anchor the attack. He has just 2 high-danger chances and an 11.4% shooting rate—efficient, not high-volume. Matt Coronato pairs alongside at 0.80 xG/60, a 6.6% shooter, with 10 goals and 16 assists. Neither is generating volume, which matters against an Edmonton team that can suppress shots.

Edmonton counters with Zach Hyman at 1.23 xG/60—a full-line upgrade over Coleman in shot volume. Hyman has 14 goals and 13 assists with 1 high-danger chance and a 13.0% shot rate. But the star is Connor McDavid, who sits at 0.92 xG/60 with 25 goals and 33 assists, 5 high-danger chances, and 13.7% shooting. McDavid's rates are lower than Hyman's because he works as a playmaker—he creates for others more than himself. Against a Calgary team with 0% high-danger goal rate and 0% rebound goal rate, Edmonton's playmakers find plenty of secondary chances.

The model sees it clearly. Edmonton has the shot quality, the volume edge, and the regression wind at their back. Calgary will need Ingram sharp and fresh—a test they may already be failing.

Computed danger · scouting

Players to watch

CGY
Blake Coleman16G 12A
0.89 xG/60 · 2 HD · 11.4% sh
Matt Coronato10G 16A
0.80 xG/60 · 0 HD · 6.6% 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