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

Avalanche run the Sabres off the ice on the underlying numbers

The verdict · earned

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

BUF 3 · COL 6
◆ By the ModelJul 11, 3:53 PMxG: 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's 6-3 win was even more dominant than the scoreline suggested. The Avalanche controlled 66% of expected goals (5.60–2.93), a gap that points to overwhelming play underneath the goal differential.

The separation came from efficiency and volume. Colorado generated higher-danger chances at 0.078 xG per shot versus Buffalo's 0.053—a meaningful gap in shot quality. On rush chances, Colorado buried four goals on 38 attempts; Buffalo managed two on 25. When you dominate both quantity and conversion rate, the score follows.

Buffalo's goaltending split underscores the gap. U. Luukkonen was exceptional, stopping 2.09 goals above expected, yet the team still fell by three. A. Lyon's limited work (-1.49 vs expected) completed the collapse. M. Blackwood faced an easier night (18/21 saves) because Colorado's defense suffocated opportunity generation.

The high-danger chance margin (6–4) and shot-attempt ratio (62–38) both reflected the same story: one direction of play. Buffalo generated some pressure through rebounding (3 chances, 1 goal), but never threatened the game's control.

The breakdown in twelve frames

Swipe it

Every number is from this page
Final · Nov 13
BUF
3
COL
6

Avalanche run the Sabres off the ice on the underlying numbers

Chances 2.9 – 5.6Did they deserve it? →
Did they deserve it?

The Avalanche earned this one.

Expected goals · chance value
BUF
2.93
COL
5.60
34% of the chances66%

The board read BUF 3, COL 6. The chances read BUF 2.9, COL 5.6.

Our xG model · NHL play-by-play · all situations
Luck check
COL
+0.4
goals above expected
COL5.60 expected · 6 scored
Expected
Scored
BUF2.93 expected · 3 scored
Expected
Scored

Both sides finished close to what their chances were worth. This one was earned on the ice.

PDO = sh% + sv% · drifts to 1.000 over a season
Every goal, in order
  1. P1 00:52COLM. Necas0–1
  2. P1 06:10COLA. Lehkonen0–2
  3. P1 07:47BUFB. Byram1–2
  4. P1 09:46COLB. Nelson1–3
  5. P1 13:28BUFJ. Greenway2–3
  6. P2 14:56BUFT. ThompsonPP3–3
  7. P2 16:22COLG. Brindley3–4
+2 more on the full breakdown
NHL play-by-play · chance value from our xG model
Where the shots came from
BUF
39 shots
3
Final
97 shots
COL
58 shots
6
BUF attackCOL attack
BUF COL Goal
39
shots · 3 in
58
shots · 6 in
Every unblocked shot · press play to replay it
Chances by danger
BUFCOL
1 / 4
0.84 xG
High danger
2 / 6
2.65 xG
2 / 17
1.63 xG
Medium
3 / 17
1.84 xG
0 / 34
0.45 xG
Low
1 / 49
1.11 xG

The Avalanche buried 2 of 6 high-danger looks.

Danger tiers by our xG model · high ≥ 20% chance
In the net
A+
A. Lyon
+3.6
BUF · 1/3
A+
U. Luukkonen
+2.6
BUF · 27/30
+1 more on the full breakdown
The numbers, checked
BACKCHECK

Avalanche run the Sabres 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 6–6
  1. 00:52COLM. Necas(C. Makar, D. Toews)0–1
  2. 06:10COLA. Lehkonen(S. Malinski, M. Necas)0–2
  3. 07:47BUFB. Byram(T. Thompson, A. Tuch)1–2
  4. 09:46COLB. Nelson(R. Colton, G. Brindley)1–3
  5. 13:28BUFJ. Greenway(O. Power, J. Doan)2–3
2ndshots 8–12
  1. 14:56BUFT. Thompsonpower play(I. Rosen, P. Krebs)3–3
  2. 16:22COLG. Brindley(J. Manson, B. Burns)3–4
3rdshots 7–16
  1. 16:53COLM. Necas(N. MacKinnon, S. Girard)3–5
  2. 18:11COLG. Landeskogempty net(M. Necas)3–6

score reads BUF–COL

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

The numbers

XGBoost xG · NHL play-by-play
5.60
COL chances
Goals their shots were worth
+0.4
Finishing
Goals above what those chances were worth
1.029
COL puck luck
Above 1.000 — the bounces went their way
56.7%
Shot attempts
Over half — they had the puck more
Split by club

Who controlled the game

2.93Expected goals5.60
COL 66% of the chance quality
21Shots on goal34
4High-danger chances6
55All attempts (Corsi)72
Adjusted for score: BUF 48% · COL 52%
Faceoffs · COL won67%off65%neu45%def
Source · NHL play-by-play · XGBoost xG
How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BUF1 / 4 · 0.84 xG
COL2 / 6 · 2.65 xG
Medium dangermid-range
BUF2 / 17 · 1.63 xG
COL3 / 17 · 1.84 xG
Low dangerperimeter & point
BUF0 / 34 · 0.45 xG
COL1 / 49 · 1.11 xG

COL went 3-for-17 from medium danger on 1.84 expected goals — 1.2 above expected.

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

Finishing vs expected

expectedactual
BUF
3 G · 2.93 xG · +0.1
COL
6 G · 5.60 xG · +0.4
01234567

BUF finished +0.1 against expected, COL +0.4.

Source · Backcheck xG model
Shot types · rush and rebound chancesopen +
What they shot — and what went in

Shot diet

goalsshots
BUF
WRIST0/17
SNAP1/6
SLAP2/7
TIP IN0/4
BACKHAND0/3
BAT0/1
BETWEEN LEGS0/1
OTHER0/16
COL
WRIST2/25
SNAP4/15
SLAP0/7
TIP IN0/8
BACKHAND0/2
BAT0/1
BETWEEN LEGS0/0
OTHER0/14
BUF
COL
Off the rush
2 G on 25
1.91 xG
4 G on 38
3.60 xG
Off rebounds
1 G on 3
0.54 xG
1 G on 2
0.52 xG

Wrist shots carried the volume: BUF went 0-for-17, COL 2-for-25. COL scored 4 of theirs off the rush.

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
U. Luukkonen
BUF · 27/30 · .900
+2.6
saved above expected
A+
the night
By dangerG/attxGsaved
High danger2/62.6+0.7
Medium3/171.8-1.2
Low1/491.1+0.1

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

A. Lyon
BUF · 1/3 · .333
+3.6
saved above expected
A+
the night
By dangerG/attxGsaved
High danger2/62.6+0.7
Medium3/171.8-1.2
Low1/491.1+0.1

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

M. Blackwood
COL · 18/21 · .857
-0.1
saved above expected
C
the night
By dangerG/attxGsaved
High danger1/40.8-0.2
Medium2/171.6-0.4
Low0/340.5+0.5

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

97 shots · press play to watch the game back

Where the shots came from

NHL play-by-play coordinates
BUF
39 shots
3
Final
97 shots
COL
58 shots
6
BUF attackCOL attack
BUF COL Goal

Each club shoots toward its own end — BUF left, COL 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
M. Necas
#88 · C · COL
2 G · 2 A · 2 SOG · 21:37 on ice · +4
T. Thompson
#72 · C · BUF
1 G · 1 A · 5 SOG · 18:37 on ice · -1
G. Brindley
#54 · C · COL
1 G · 1 A · 2 SOG · 13:02 on ice · +1
Ranked from the box score — points first · Backcheck
What the model said beforehand

Before the game

Written Thu, Nov 13
Open the pre-game read
Written from the numbers

The read

Edited for clarity
◆ By the ModelJul 11, 3:52 PMEdited 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's edge here is structural. The model projects a 2.4-2.9 game with the Avalanche at 58% win probability — the clearest read in a tight matchup.

The underlying play bears that out. Colorado dominates 5v5 possession with 57.0% Corsi while generating 57.0% xG, compared to Buffalo's 49.0% Corsi and 50.0% xG. That's systematic out-play in territory and chance creation — the Sabres are being out-possessed and out-chanced.

Recent form widens the gap. The Avalanche are 6-1-3 over their last 10, while Buffalo sits at -7 goal differential in the same stretch. One team is surging; the other is adrift.

Both carry a regression risk. Colorado's 1.021 PDO and Buffalo's 1.020 are running hot, inflating recent results. Some of that luck will evaporate; the model's 58% already accounts for it.

Colorado owns the rest edge — 1 day of layoff versus Buffalo's 4. That's marginal against the underlying talent gap.

S. Wedgewood on a back-to-back for Buffalo could matter. If he's benched or visibly fatigued, Colorado runs the table. If he's sharp, it's Colorado's edge in shot quality that carries the day.

The key matchup is Artturi Lehkonen (1.11 xG/60, 18G 22A, 6 HD goals) against Buffalo's top targets. Jason Zucker (1.07 xG/60, 14G 14A, 6 HD goals, 15.1% shooting) and Josh Doan (1.01 xG/60, 15G 18A, 2 HD goals, 11.5% shooting) will carry the Sabres' offense, but Lehkonen's xG volume and efficiency edge suggests Colorado's scorers will land first.

What the model said beforehand

The model's lean

COL 59%
58%
COL
Model favorite
42%
58%
BUF50COL

COL by 16 points of win probability — a clear lean. Projected score BUF 2.4–2.9 COL; 17% 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
BUF← edge
edge →COL
50.0%57.0%
49.0%57.0%
2.553.03
2.552.30
2.352.63
1.901.56
1.0201.021

COL holds 6 of 6 process categories — and the luck row (1.020 vs 1.021) says COL has been getting the bounces, which tends not to last.

Source · NHL stats API + our xG · 5v5
Form · Last 10
BUF
3-3-4
-7 GD · 4d rest
COL
6-1-3
+15 GD · 1d rest
1.020
BUF PDO
Luck gauge · drifts to 1.000
1.021
COL 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 50.0%.
  • The Avalanche drive Corsi at 57.0% — expect territorial tilt.
Regression watch
  • The Avalanche's PDO is 1.021 — running hot, expect some regression.
  • The Sabres' PDO is 1.020 — running hot, expect some regression.
Things to watch
  • The Avalanche own the underlying play — 57.0% 5v5 xG vs 50.0%.
  • The Avalanche drive Corsi at 57.0% — expect territorial tilt.
  • S. Wedgewood is on a back-to-back — watch for a backup start or a tired starter.
  • The Avalanche are the hotter team by points pace (6-1-3 in their last 10).
  • The Sabres are underwater at -7 goal differential over their last 10.
  • The Avalanche's PDO is 1.021 — running hot, expect some regression.
  • The Sabres have 3 more days of rest.
Last game's lineup · confirmed at warm-up

Lineups

NHL box score
BUF
Expected in goal
A. Lyon
4 days rest.879 last start
Backup Ukko-Pekka Luukkonen · +10.5 GSAx this season

No completed game on file for this club yet.

COL
Expected in goal
S. Wedgewood
back-to-back.972 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.

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
BUF
Jason Zucker14G 14A
1.07 xG/60 · 6 HD · 15.1% sh
Josh Doan15G 18A
1.01 xG/60 · 2 HD · 11.5% 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
Keep going

Where to next