Backcheck
Recap · COL at EDM

Avalanche run the Oilers off the ice on the underlying numbers

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

By the ModelJul 12, 11:36 AMxG: xgboost-0.758Edited for clarity
Away
COL
Colorado Avalanche
2
Home
EDM
Edmonton Oilers
1
FINAL / OT
Process vs result

The underlying story

5.35Expected goals2.68
67% share for the better side
32Shot attempts (SOG)31
7High-danger chances3
83Corsi (all attempts)63
Score-adjusted: 56% / 44%
Source · NHL play-by-play · XGBoost xG

Colorado dominated the underlying metrics—5.35 expected goals versus Edmonton's 2.68, seven high-danger chances to three—yet won 2-1 in a shootout. That gap illustrates the thin line between dominance and barely hanging on.

The Oilers held 49% of shot attempts (31–32), creating a superficial sense of balance. But shot quality diverged sharply. Colorado's looks averaged 0.064 expected goals per shot; Edmonton's, 0.043. Nearly all of those Avalanche chances were prime scoring opportunities that Colorado failed to convert.

That inefficiency—zero goals on seven high-danger chances—is rare and won't repeat. Edmonton's C. Ingram capitalized on the reprieve: 31 saves on 32 shots (0.969 SV%), an exceptional 4.35 goals above expectation that kept the Oilers in a game they didn't deserve to stay in.

Colorado's S. Wedgewood was solid in return, stopping 1.68 goals above expected (30 saves on 31 shots, 0.968 SV%). Regulation ended 1–1; N. MacKinnon's wrist shot from the slot in the shootout decided it.

The metrics were unambiguous. Colorado created more, shot smarter, dominated location. Edmonton survived only because C. Ingram was exceptional. Without him, this game wasn't close.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
COL0 / 7 · 2.08 xG
EDM0 / 3 · 0.61 xG
Medium dangermid-range
COL1 / 21 · 2.51 xG
EDM0 / 15 · 1.37 xG
Low dangerperimeter & point
COL0 / 55 · 0.77 xG
EDM1 / 45 · 0.70 xG

COL went 0-for-7 from high danger on 2.08 expected goals — 2.1 left on the table.

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

Finishing vs expected

expectedactual
COL
2 G · 5.35 xG · -3.4
EDM
1 G · 2.68 xG · -1.7
0123456
Goalies · GSAx (goals saved above expected)
S. WedgewoodCOL
+1.7
C. IngramEDM
+4.4

COL finished -3.4 against expected, EDM -1.7 — C. Ingram (EDM) saved 4.4 goals above expected.

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

Shot diet

goalsshots
COL
SNAP0/32
WRIST1/2
TIP IN0/9
SLAP0/11
BACKHAND0/2
DEFLECTED0/1
OTHER0/26
EDM
SNAP0/8
WRIST1/24
TIP IN0/6
SLAP0/3
BACKHAND0/4
DEFLECTED0/1
OTHER0/17
COL
EDM
Off the rush
0 G on 28 · 3.01 xG
1 G on 33 · 1.84 xG
Off rebounds
0 G on 7 · 1.20 xG
0 G on 2 · 0.29 xG

Snap shots carried the volume: COL went 0-for-32, EDM 0-for-8.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
E. Bouchard
#2 · D · EDM
0 G · 1 A · 3 SOG · 30:31 TOI
C. McDavid
#97 · C · EDM
1 G · 0 A · 5 SOG · 27:55 TOI
S. Malinski
#70 · D · COL
1 G · 0 A · 4 SOG · 23:55 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. Wedgewood (COL) stopped 1.7 goals above expected.
  • COL had the higher quality looks — 0.064 xG/shot vs 0.043.
  • COL couldn't convert — 0/7 on high-danger chances. That won't happen often.
  • COL created 7 rebound opportunities (0 converted) — crashing the net effectively.
  • EDM underperformed xG by 1.7 — wasted quality chances.
  • COL underperformed xG by 4.3 — wasted quality chances.
  • S. Wedgewood (COL) saved 1.7 goals above expected — stole the show.
  • C. Ingram (EDM) saved 4.3 goals above expected — stole the show.
  • C. Ingram was a wall on HD chances — 100% SV on 7 high-danger shots.
Before the game — the model's pre-game read
Preview · COL at EDM · 9:30 PM ET

Avalanche at Oilers: a genuine coin flip

By the ModelJul 12, 11:34 AMEdited for clarity
Win probability

The model's lean

53%
COL
Model favorite
53%
47%
COL50EDM

COL by 6 points of win probability — a modest lean. Projected score COL 2.82.6 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

COL← edge
edge →EDM
57.0%5v5 xG%52.0%
57.0%Corsi%50.0%
3.03xGF / 602.64
2.30xGA / 602.47
2.63Goals for / gm2.13
1.56Goals against / gm2.29
1.021PDO — luck, not skill0.982

COL holds 6 of 6 process categories — and PDO (1.021 vs 0.982) says COL has run hotter.

Source · MoneyPuck season tables · 5v5

The model rates this as a near pick'em—Colorado at 53% win probability with a projected 2.8-2.6 scoreline. Both teams have legitimate claims on this game. The Avalanche own the underlying play; the Oilers' luck is due for a correction.

Colorado controls the ice through territorial dominance: 57.0% 5v5 xG and 57.0% Corsi. This isn't marginal. The Avalanche generate better chances and spend more time in the offensive zone. Edmonton responds from behind, and their 52.0% xG and 50.0% Corsi confirm it.

But here's why the odds nearly flatten: the Oilers are running ice-cold. Their 0.982 PDO indicates they're converting at a sub-sustainable clip, leaving points on the table against a team (Colorado, at 1.021) riding positive variance. In a 60-minute game, that regression—if it hits—swallows Colorado's process edge.

M. Blackwood on a back-to-back adds uncertainty to the goaltending equation. Monitor the call before puck drop. One tired starter can shift the entire frame.

The outcome hinges on whether Colorado's territorial advantage translates to victory, or whether Edmonton's variance correction finally shows up.

Players to Watch

  • Artturi Lehkonen (COL): 1.11 xG/60, 18G 22A, 6 HD goals, 14.9% shooting
  • Ross Colton (COL): 1.10 xG/60, 7G 15A, 1 HD goal, 4.9% shooting
  • Zach Hyman (EDM): 1.23 xG/60, 14G 13A, 1 HD goal, 13.0% shooting
  • Connor McDavid (EDM): 0.92 xG/60, 25G 33A, 5 HD goals, 13.7% shooting
Computed danger · scouting

Players to watch

COL
Artturi Lehkonen18G 22A
1.11 xG/60 · 6 HD · 14.9% sh
Ross Colton7G 15A
1.10 xG/60 · 1 HD · 4.9% 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