Backcheck
Recap · DAL at COL

J. Oettinger stands tall as the Stars edge the Avalanche

The Stars stole one. They lost the expected-goals battle 3.50–4.12 and won anyway.

By the ModelJul 12, 7:49 AMxG: xgboost-0.758Edited for clarity
Away
DAL
Dallas Stars
2
Home
COL
Colorado Avalanche
1
FINAL / OT
Process vs result

The underlying story

3.50Expected goals4.12
54% share for the better side
18Shot attempts (SOG)34
8High-danger chances8
43Corsi (all attempts)72
Score-adjusted: 38% / 62%
Source · NHL play-by-play · XGBoost xG

The Stars won 2-1 in a shootout despite Colorado's commanding underlying numbers. The Avalanche finished with 4.12 expected goals to Dallas's 3.50—a 54-46 advantage that should have been enough.

Shot volume tells part of the story. Colorado controlled 65% of shot attempts (34-18 on goal). High-danger chances finished 8-8, completely even. Yet the Avalanche couldn't convert. They went 0-for-8 on those looks—a miss rate that won't repeat.

The gap came down to shot quality and goaltending. Dallas's shots averaged 0.081 expected goals each; Colorado's averaged 0.057. Marginal difference, but at volume, it compounds. More importantly, J. Oettinger saved 3.12 goals above expected on 33 saves. He stopped 100% of Colorado's high-danger chances.

S. Wedgewood wasn't the problem. She posted a 0.944 save percentage, +2.50 above expected. But when Colorado's forwards squeeze off eight premium looks and cash zero, the goalie's heroics only do so much.

The Avalanche weren't careless. They created four rebound opportunities (zero conversions) and controlled the slot. The problem was precision: everything got shot—nothing got scored. Dallas did the inverse, generating just enough danger at just the right moments. Wyatt Johnston's shootout winner felt inevitable in that context.

This game lives in the gap between possession and results. Colorado dominated the crease; Oettinger occupied it like a fortress. The Avalanche underperformed their xG by 3.12 goals. Dallas underperformed theirs by 1.50. Close to that margin was the difference in the game.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
DAL1 / 8 · 1.97 xG
COL0 / 8 · 1.83 xG
Medium dangermid-range
DAL0 / 10 · 1.09 xG
COL1 / 15 · 1.57 xG
Low dangerperimeter & point
DAL0 / 25 · 0.44 xG
COL0 / 49 · 0.73 xG

COL went 0-for-8 from high danger on 1.83 expected goals — 1.8 left on the table.

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

Finishing vs expected

expectedactual
DAL
2 G · 3.50 xG · -1.5
COL
1 G · 4.12 xG · -3.1
012345
Goalies · GSAx (goals saved above expected)
J. OettingerDAL
+3.1
S. WedgewoodCOL
+2.5

DAL finished -1.5 against expected, COL -3.1 — J. Oettinger (DAL) saved 3.1 goals above expected.

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

Shot diet

goalsshots
DAL
WRIST1/19
SNAP0/6
TIP IN0/5
SLAP0/1
BACKHAND0/2
WRAP AROUND0/2
DEFLECTED0/0
OTHER0/8
COL
WRIST0/29
SNAP1/12
TIP IN0/2
SLAP0/5
BACKHAND0/2
WRAP AROUND0/0
DEFLECTED0/2
OTHER0/20
DAL
COL
Off the rush
0 G on 25 · 2.60 xG
1 G on 33 · 3.31 xG
Off rebounds
1 G on 4 · 0.56 xG
0 G on 4 · 0.56 xG

Wrist shots carried the volume: DAL went 1-for-19, COL 0-for-29.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
N. MacKinnon
#29 · C · COL
0 G · 1 A · 5 SOG · 26:40 TOI
C. Makar
#8 · D · COL
1 G · 0 A · 4 SOG · 24:39 TOI
T. Harley
#55 · D · DAL
0 G · 1 A · 2 SOG · 22:45 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • COL had the shot volume but the chances weren't dangerous.
  • J. Oettinger (DAL) stopped 3.1 goals above expected.
  • Open game — 16 high-danger chances combined (COL 8, DAL 8).
  • DAL had the higher quality looks — 0.081 xG/shot vs 0.057.
  • COL couldn't convert — 0/8 on high-danger chances. That won't happen often.
  • COL created 4 rebound opportunities (0 converted) — crashing the net effectively.
  • DAL created 4 rebound opportunities (1 converted) — crashing the net effectively.
  • COL underperformed xG by 3.1 — wasted quality chances.
  • DAL underperformed xG by 2.5 — wasted quality chances.
  • J. Oettinger (DAL) saved 3.1 goals above expected — stole the show.
  • J. Oettinger was a wall on HD chances — 100% SV on 8 high-danger shots.
Before the game — the model's pre-game read
Preview · DAL at COL · 9:30 PM ET

The Avalanche are the model's lean over the Stars — with PDO regression in play

By the ModelJul 12, 7:47 AMEdited for clarity
Win probability

The model's lean

58%
COL
Model favorite
42%
58%
DAL50COL

COL by 16 points of win probability — a clear lean. Projected score DAL 2.32.8 COL; 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 →COL
51.0%5v5 xG%57.0%
47.0%Corsi%57.0%
2.36xGF / 603.03
2.29xGA / 602.30
2.07Goals for / gm2.63
1.68Goals against / gm1.56
1.024PDO — luck, not skill1.021

COL holds 5 of 6 process categories — and PDO (1.024 vs 1.021) says DAL has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.3–2.8 goal Avalanche victory with Colorado at 58% win probability. This is a game where the better play should win, and the data says Colorado has it.

Colorado dominates the underlying metrics: 57.0% expected goals and 57.0% Corsi to Dallas's 51.0% and 47.0%. That xG gap represents territorial control and higher-quality chances. The Avalanche don't just generate more shots; they're converting a superior share into dangerous looks, the kind that stick on the board.

Dallas has surged recently—8-1-1 over their last 10—but the Stars' underlying play remains exposed. The efficiency gap is structural, not fluky.

Both teams carry PDO red flags. Colorado's 1.021 and Dallas's 1.024 indicate unsustainable puck luck in the standings. Regression is coming for one or both sides, though the timing is uncertain. If it arrives before puck drop, the goal differential compresses.

Goaltending adds texture. M. Blackwood and C. DeSmith are both on back-to-backs, risking either tired starters or surprise backups. Whoever faces more high-danger chances—Colorado's depth should generate them—carries a disadvantage.

The player edge favors Colorado. Artturi Lehkonen (1.11 xG/60, 18 goals, 6 high-danger goals) and Ross Colton (1.10 xG/60, 7 goals, 1 high-danger goal) give the Avalanche multiple mid-lineup threats. Dallas leans on Jason Robertson (0.96 xG/60, 25 goals, 2 high-danger goals) supported by Michael Bunting (0.83 xG/60), but that's a sharper lead without depth. Denver's multiple threats win the matchup.

Colorado's advantage holds if the play does. Dallas's variance hinges on whether their recent streak signals a tactical shift, and whether back-to-back goaltending becomes pivotal. The model sees through both: Avalanche at 58%, which is what happens when the better team executes.

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
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
Source · MoneyPuck skaters