Motion-blurred skater in a Colorado Avalanche sweater
Breakdown · COL at EDM

Avalanche run the Oilers off the ice on the underlying numbers

The verdict · earned

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

COL 2 · EDM 1
◆ By the ModelJul 12, 11:36 AMxG: xgboost-0.758Edited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

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.

The breakdown in twelve frames

Swipe it

Every number is from this page
Final · SO · Apr 13
COL
2
EDM
1

Avalanche run the Oilers off the ice on the underlying numbers

Chances 5.3 – 2.7Did they deserve it? →
Did they deserve it?

The Avalanche earned this one.

Expected goals · chance value
COL
5.35
EDM
2.68
67% of the chances33%

The board read COL 2, EDM 1. The chances read COL 5.3, EDM 2.7.

Our xG model · NHL play-by-play · all situations
Luck check
COL
−3.4
goals above expected
COL5.35 expected · 2 scored
Expected
Scored
EDM2.68 expected · 1 scored
Expected
Scored

The Oilers left 1.7 goals on the table against what their chances were worth.

PDO = sh% + sv% · drifts to 1.000 over a season
Every goal, in order
  1. P2 09:05COLS. Malinski1–0
  2. P2 15:49EDMC. McDavid1–1
  3. SO 00:00EDMC. McDavidPP1–1
  4. SO 00:00COLV. NichushkinPP1–1
  5. SO 00:00EDMR. Nugent-HopkinsPP1–1
  6. SO 00:00COLM. NecasPP1–1
  7. SO 00:00COLN. MacKinnonPP1–1
NHL play-by-play · chance value from our xG model
Where the shots came from
COL
60 shots
4
Final
109 shots
EDM
49 shots
3
COL attackEDM attack
COL EDM Goal

Shootout goals are not shots and are not drawn; the scoreboard above counts goals from the shot log.

60
shots · 4 in
49
shots · 3 in
Every unblocked shot · press play to replay it
Chances by danger
COLEDM
0 / 7
2.08 xG
High danger
0 / 3
0.61 xG
1 / 21
2.51 xG
Medium
0 / 15
1.37 xG
0 / 55
0.77 xG
Low
1 / 45
0.70 xG

The Oilers went 0 for 3 from the slot.

Danger tiers by our xG model · high ≥ 20% chance
In the net
A+
C. Ingram
+4.3
EDM · 31/32
A
S. Wedgewood
+1.7
COL · 30/31
The numbers, checked
BACKCHECK

Avalanche run the Oilers off the ice on the underlying numbers

A model, not a newsroom. Every number on these frames comes from the NHL's play-by-play and our own models. Nothing was watched, guessed or heard from anyone.

Read the full breakdown
backcheckreport.com
01 / 08 · Final
Every goal, in order

How it happened

NHL play-by-play
1stshots 13–10no goals
    2ndshots 8–13
    1. 09:05COLS. Malinski(N. Roy)1–0
    2. 15:49EDMC. McDavid(M. Savoie, E. Bouchard)1–1
    3rdshots 9–8no goals
      OTshots 2–0no goals
        SO
        1. 00:00EDMC. McDavidpower play1–1
        2. 00:00COLV. Nichushkinpower play1–1
        3. 00:00EDMR. Nugent-Hopkinspower play1–1
        4. 00:00COLM. Necaspower play1–1
        5. 00:00COLN. MacKinnonpower play1–1

        score reads COL–EDM

        Source · NHL play-by-play (api-web.nhle.com)
        Process vs result

        The numbers

        XGBoost xG · NHL play-by-play
        5.35
        COL chances
        Goals their shots were worth
        −3.4
        Finishing
        Goals below what those chances were worth
        0.996
        COL puck luck
        About 1.000 — a normal night for bounces
        56.8%
        Shot attempts
        Over half — they had the puck more
        Split by club

        Who controlled the game

        5.35Expected goals2.68
        COL 67% of the chance quality
        32Shots on goal31
        7High-danger chances3
        83All attempts (Corsi)63
        Adjusted for score: COL 56% · EDM 44%
        Faceoffs · EDM won57%off33%neu59%def
        Source · NHL play-by-play · XGBoost xG
        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

        COL finished -3.4 against expected, EDM -1.7.

        Source · Backcheck xG model
        Shot types · rush and rebound chancesopen +
        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
        New to these numbers?

        Two things happened in this game: who created the better chances, and who put the puck in the net. They are not the same thing, and this page separates them on purpose.

        The one to watch is expected goals— the best single read on who deserved to win. When it disagrees with the scoreboard, that disagreement is usually the story. Nothing here is a projection; every figure is computed from this game's play-by-play. Full glossary →

        xG
        Expected goals. Every shot scored by how often that exact look goes in. 2.5 xG means the chances were worth about two and a half goals.
        HD
        High-danger chances — shots from the slot and the crease, where shots actually become goals.
        Corsi
        Every shot attempt, including the ones that missed or got blocked. A rough read on who had the puck.
        Adj.
        Score-adjusted. Teams that trail shoot more and teams that lead sit back, so this corrects the attempt count for the scoreboard.
        GSAx
        Goals saved above expected. A positive number means the goalie stopped more than an average goalie would have on those shots.
        PDO
        Shooting % plus save % — a luck gauge. It sits near 1.000 over a season, so a game far from it usually means the bounces decided it.
        Shot by shot

        In the net

        Graded on goals saved above expected
        S. Wedgewood
        COL · 30/31 · .968
        +1.7
        saved above expected
        A
        the night
        By dangerG/attxGsaved
        High danger0/30.6+0.6
        Medium0/151.4+1.4
        Low1/450.7-0.3

        A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

        C. Ingram
        EDM · 31/32 · .969
        +4.3
        saved above expected
        A+
        the night
        By dangerG/attxGsaved
        High danger0/72.1+2.1
        Medium1/212.5+1.5
        Low0/550.8+0.8

        A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

        109 shots · press play to watch the game back

        Where the shots came from

        NHL play-by-play coordinates
        COL
        60 shots
        4
        Final
        109 shots
        EDM
        49 shots
        3
        COL attackEDM attack
        COL EDM Goal

        Shootout goals are not shots and are not drawn; the scoreboard above counts goals from the shot log.

        Each club shoots toward its own end — COL left, EDM right — the way you would watch it. A dot's size is how dangerous the look was, from distance and angle; it is a proxy for shot quality, not the xG model the article is written from. Hover a dot for the shooter and the clock.

        Ranked from the box score

        Three stars

        Points first
        Three stars · computed, not voted
        E. Bouchard
        #2 · D · EDM
        0 G · 1 A · 3 SOG · 30:31 on ice
        C. McDavid
        #97 · C · EDM
        1 G · 0 A · 5 SOG · 27:55 on ice
        S. Malinski
        #70 · D · COL
        1 G · 0 A · 4 SOG · 23:55 on ice · +1
        Ranked from the box score — points first · Backcheck
        What the model said beforehand

        Before the game

        Written Mon, Apr 13
        Open the pre-game read
        Written from the numbers

        The read

        Edited for clarity
        ◆ By the ModelJul 12, 11:34 AMEdited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

        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
        What the model said beforehand

        The model's lean

        COL 53%
        53%
        COL
        Model favorite
        53%
        47%
        COL50EDM

        COL by 6 points of win probability — a modest lean. Projected score COL 2.8–2.6 EDM; 18% chance it's tied after 60.

        Source · Backcheck Poisson projection · season scoring rates
        Season rates · 5v5

        Tale of the tape

        NHL stats API · our xG
        COL← edge
        edge →EDM
        57.0%52.0%
        57.0%50.0%
        3.032.64
        2.302.47
        2.632.13
        1.562.29
        1.0210.982

        COL holds 6 of 6 process categories — and the luck row (1.021 vs 0.982) says COL has been getting the bounces, which tends not to last.

        Source · NHL stats API + our xG · 5v5
        Form · Last 10
        COL
        6-3-1
        +12 GD · 1d rest
        EDM
        6-3-1
        +5 GD · 2d rest
        1.021
        COL PDO
        Luck gauge · drifts to 1.000
        0.982
        EDM PDO
        Luck gauge · drifts to 1.000
        What decides it

        Keys to the game

        Where the edges live
        • The Avalanche own the underlying play — 57.0% 5v5 xG vs 52.0%.
        • The Avalanche drive Corsi at 57.0% — expect territorial tilt.
        Regression watch
        • The Oilers' PDO is 0.982 — running cold, due for positive regression.
        • The Avalanche's PDO is 1.021 — running hot, expect some regression.
        Things to watch
        • The Avalanche own the underlying play — 57.0% 5v5 xG vs 52.0%.
        • The Avalanche drive Corsi at 57.0% — expect territorial tilt.
        • M. Blackwood is on a back-to-back — watch for a backup start or a tired starter.
        • The Oilers' PDO is 0.982 — running cold, due for positive regression.
        Last game's lineup · confirmed at warm-up

        Lineups

        NHL box score
        COL
        Expected in goal
        M. Blackwood
        back-to-back.897 last start
        Backup Scott Wedgewood · +23.1 GSAx this season
        Back-to-back: the backup often gets this one. Treat the starter as unconfirmed.

        No completed game on file for this club yet.

        EDM
        Expected in goal
        C. Ingram
        2 days rest.952 last start
        Backup Connor Ingram · +1.7 GSAx this season

        No completed game on file for this club yet.

        Lineups are the players who dressed in each club's last game, with their minutes; clubs confirm tonight's at warm-up. Every player this preview names was in that lineup.

        Computed danger · scouting

        Players to watch

        NHL stats API · our xG
        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
        Keep going

        Where to next