Backcheck
Recap · BUF at EDM

Sabres edge the Oilers in overtime

The Sabres won a genuine coin flip — neither side controlled the run of play.

By the ModelJul 11, 7:45 PMxG: xgboost-0.758Edited for clarity
Away
BUF
Buffalo Sabres
4
Home
EDM
Edmonton Oilers
3
FINAL / OT
Process vs result

The underlying story

3.50Expected goals3.56
50% share for the better side
28Shot attempts (SOG)30
5High-danger chances4
53Corsi (all attempts)58
Score-adjusted: 44% / 56%
Source · NHL play-by-play · XGBoost xG

Buffalo outlasted Edmonton 4-3 in overtime despite a tight expected-goals margin (3.56–3.50), victory built on superior goaltending and clinical execution in the moments that mattered. The Oilers controlled possession with 52% of shot attempts (30–28 on goal) but Buffalo's efficiency stopped them at the line.

Edmonton created five high-danger chances to Buffalo's four, yet the Sabres were ruthless in their own high-danger zone—scoring on 40% of their HD chances (2 goals on 5). Buffalo's rush game was equally lethal: four goals on 25 rush attempts, a far higher conversion rate than the Oilers' effective but limited rebound work (five opportunities, two goals).

C. Ellis was the difference-maker, saving 3.6 goals above expected. A. Lyon posted a 0.875 save percentage (21 on 24), while S. Skinner managed 0.857 (24 on 28) for Edmonton. Buffalo's power play was dominant: two goals on 15 shots, generating 1.26 expected goals. Alex Tuch ended it with a wrist shot from the slot at 00:33 of overtime.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BUF2 / 5 · 1.37 xG
EDM0 / 4 · 0.88 xG
Medium dangermid-range
BUF2 / 13 · 1.62 xG
EDM3 / 18 · 1.97 xG
Low dangerperimeter & point
BUF0 / 35 · 0.51 xG
EDM0 / 36 · 0.71 xG

EDM went 3-for-18 from medium danger on 1.97 expected goals — 1.0 above expected.

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

Finishing vs expected

expectedactual
BUF
4 G · 3.50 xG · +0.5
EDM
3 G · 3.56 xG · -0.6
012345
Goalies · GSAx (goals saved above expected)
A. LyonBUF
-0.2
C. EllisBUF
+0.7
S. SkinnerEDM
-0.5

BUF finished +0.5 against expected, EDM -0.6 — C. Ellis (BUF) saved 0.7 goals above expected.

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

Shot diet

goalsshots
BUF
WRIST1/19
SLAP0/7
SNAP1/3
TIP IN1/3
BACKHAND0/1
DEFLECTED0/2
BETWEEN LEGS1/1
OTHER0/17
EDM
WRIST2/22
SLAP0/9
SNAP1/5
TIP IN0/4
BACKHAND0/4
DEFLECTED0/0
BETWEEN LEGS0/0
OTHER0/14
BUF
EDM
Off the rush
4 G on 25 · 3.14 xG
1 G on 26 · 2.42 xG
Off rebounds
0 G on 0 · 0.00 xG
2 G on 5 · 0.70 xG

Wrist shots carried the volume: BUF went 1-for-19, EDM 2-for-22. BUF scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
R. Dahlin
#26 · D · BUF
0 G · 3 A · 4 SOG · 22:58 TOI
T. Thompson
#72 · C · BUF
1 G · 2 A · 4 SOG · 19:11 TOI · +1
C. McDavid
#97 · C · EDM
2 G · 0 A · 6 SOG · 25:51 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • BUF was clinical in the high-danger zone — 2/5 on HD chances (40%).
  • BUF was lethal off the rush — 4 goals on 25 rush chances.
  • EDM created 5 rebound opportunities (2 converted) — crashing the net effectively.
  • C. Ellis (BUF) saved 3.6 goals above expected — stole the show.
  • BUF power play was dominant — 2 PPG on 15 PP shots (1.26 xG).
Before the game — the model's pre-game read
Preview · BUF at EDM · 9:00 PM ET

Sabres at Oilers: a genuine coin flip

By the ModelJul 11, 7:43 PMEdited for clarity
Win probability

The model's lean

54%
EDM
Model favorite
46%
54%
BUF50EDM

EDM by 8 points of win probability — a modest lean. Projected score BUF 2.52.7 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

BUF← edge
edge →EDM
50.0%5v5 xG%52.0%
49.0%Corsi%50.0%
2.55xGF / 602.64
2.55xGA / 602.47
2.35Goals for / gm2.13
1.90Goals against / gm2.29
1.020PDO — luck, not skill0.982

EDM holds 4 of 6 process categories — and PDO (1.020 vs 0.982) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model has the Oilers at 54% win probability, projecting a 2.5–2.7 game—about as close to a pick'em as you'll find.

Buffalo and Edmonton have nearly identical 5v5 profiles. The Sabres' 50.0% xG and 49.0% Corsi roughly track the Oilers' 52.0% and 50.0%, leaving a performance margin so thin that luck becomes decisive. Buffalo has squeezed that luck harder: a 1.020 PDO (running hot), while Edmonton sits at 0.982 (running cold). Regression cuts both ways—expect the Sabres to cool, the Oilers to warm, narrowing an already razor-thin gap.

The Oilers hold a practical edge: three days' rest versus zero. Buffalo is coming off back-to-back nights; Edmonton is not. That advantage matters when neither team has been convincingly sharper than the other.

The matchup lives on two players. Jason Zucker has generated 1.07 xG per 60 at even strength and converted at 15.1%—both well above average—accounting for 14 goals and 6 hard chances. Connor McDavid, despite lower volume (0.92 xG/60), has accumulated 25 goals and 33 assists, a ratio that reflects his playmaking volume offsetting his shot volume. McDavid is the Oilers' engine; Zucker is Buffalo's most dangerous finisher. How those two matchups distribute the ice will shape the game.

Josh Doan, shooting 11.5%, provides Buffalo secondary scoring efficiency that doesn't show up in xG (1.01 per 60). Zach Hyman, at 1.23 xG per 60, is Edmonton's most dangerous complement to McDavid—he's generating more expected chances than anyone on the ice.

Buffalo's defensive weakness centers on Jack Quinn. Edmonton's is Jake Walman. Neither team has generated meaningful rebound or hard-chance goal rates (both sitting at 0%), meaning five-on-five conversion depends almost entirely on base rates. Expect the Oilers' edge to hold, though not comfortably.

Computed danger · scouting

Players to watch

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
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