Backcheck
Recap · WPG at BUF

Sabres run the Jets off the ice on the underlying numbers

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

By the ModelJul 11, 6:29 PMxG: xgboost-0.758Edited for clarity
Away
WPG
Winnipeg Jets
1
Home
BUF
Buffalo Sabres
5
FINAL
Process vs result

The underlying story

2.11Expected goals3.23
61% share for the better side
24Shot attempts (SOG)31
2High-danger chances3
46Corsi (all attempts)58
Score-adjusted: 52% / 48%
Source · NHL play-by-play · XGBoost xG

Buffalo's 5-1 demolition of Winnipeg was no accident. The Sabres controlled 60% of 5v5 expected goals (3.23–2.11) and 56% of shot attempts (31–24). The scoreboard merely confirmed what the underlying metrics already revealed—pure dominance.

U. Luukkonen (BUF) was exceptional, posting a 0.958 save percentage and stopping 1.11 goals above expected. E. Comrie (WPG) posted 0.786, surrendering 1.54 more than expected. The goaltending disparity defined the evening.

Buffalo's execution was ruthless. They converted three high-danger chances to Winnipeg's two. Off the rush, three goals on 31 attempts. The Sabres crashed the net and converted two of three rebound opportunities. Winnipeg scored once on 2.11 expected goals, underperforming by 1.11 and deserving worse.

The Sabres finished with 5 goals on 3.23 expected—a 1.77-goal overperformance. When underlying dominance (60% xG, 56% shot attempts) aligns with elite finishing, the scoreboard isn't a surprise. It's inevitable.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
WPG1 / 2 · 0.40 xG
BUF1 / 3 · 0.83 xG
Medium dangermid-range
WPG0 / 11 · 1.15 xG
BUF2 / 15 · 1.69 xG
Low dangerperimeter & point
WPG0 / 33 · 0.56 xG
BUF2 / 40 · 0.70 xG

BUF went 2-for-40 from low danger on 0.70 expected goals — 1.3 above expected.

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

Finishing vs expected

expectedactual
WPG
1 G · 2.11 xG · -1.1
BUF
5 G · 3.23 xG · +1.8
0123456
Goalies · GSAx (goals saved above expected)
E. ComrieWPG
-1.5
T. MilicWPG
-0.2
U. LuukkonenBUF
+1.1

WPG finished -1.1 against expected, BUF +1.8 — E. Comrie (WPG) allowed 1.5 more goals than expected.

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

Shot diet

goalsshots
WPG
WRIST0/22
SLAP1/7
TIP IN0/3
BACKHAND0/2
SNAP0/2
OTHER0/10
BUF
WRIST2/27
SLAP0/4
TIP IN1/5
BACKHAND2/3
SNAP0/0
OTHER0/19
WPG
BUF
Off the rush
1 G on 22 · 1.50 xG
3 G on 31 · 2.51 xG
Off rebounds
0 G on 2 · 0.36 xG
2 G on 3 · 0.53 xG

Wrist shots carried the volume: WPG went 0-for-22, BUF 2-for-27. BUF scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
J. Norris
#9 · C · BUF
2 G · 1 A · 3 SOG · 15:25 TOI · +1
Z. Benson
#6 · L · BUF
0 G · 2 A · 0 SOG · 15:05 TOI · +1
J. Doan
#91 · R · BUF
0 G · 2 A · 1 SOG · 14:43 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • U. Luukkonen (BUF) stopped 1.1 goals above expected.
  • E. Comrie (WPG) gave up 1.5 goals more than expected — well below their workload.
  • BUF scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • BUF was lethal off the rush — 3 goals on 31 rush chances.
  • BUF created 3 rebound opportunities (2 converted) — crashing the net effectively.
  • BUF outperformed their expected goals by 1.8 — elite finishing or lucky bounces.
Before the game — the model's pre-game read
Preview · WPG at BUF · 7:30 PM ET

Jets at Sabres: a genuine coin flip

By the ModelJul 11, 6:58 PMEdited for clarity
Win probability

The model's lean

54%
BUF
Model favorite
46%
54%
WPG50BUF

BUF by 8 points of win probability — a modest lean. Projected score WPG 2.52.7 BUF; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season profile · edge from the spine

Tale of the tape

WPG← edge
edge →BUF
48.0%5v5 xG%50.0%
49.0%Corsi%49.0%
2.34xGF / 602.55
2.55xGA / 602.55
1.90Goals for / gm2.35
2.10Goals against / gm1.90
0.998PDO — luck, not skill1.020

BUF holds 6 of 6 process categories — and PDO (0.998 vs 1.020) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.5–2.7 goal game with Buffalo at 54% win probability—a genuine pick'em.

Winnipeg is running cold: -5 goal differential over its last 10. Buffalo has generated more chances at even strength (50.0% xG% vs. Winnipeg's 48.0%, both at 49.0% Corsi%), but the Sabres' 1.020 PDO signals a team running hot and due for regression. Winnipeg's 0.998 PDO cuts the other way. This is a game where goaltending decides it.

C. Ellis and E. Comrie are both on back-to-backs. Backup minutes are possible; fresher goaltending becomes an edge. Colin Miller anchors Winnipeg's defense poorly; Jack Quinn the same for Buffalo. Both teams are logging implausible 0% rates for high-danger goals and rebound goals—a data quirk worth monitoring once the puck drops.

Nino Niederreiter drives the Jets at 0.87 xG/60 with 6 goals and 6 assists and 3 high-danger chances; his 8.6% shooting is low enough to signal positive regression incoming. Kyle Connor runs 0.83 xG/60 with 25 goals and 30 assists, 2 high-danger chances, but 13.0% shooting is a ceiling he cannot sustain. Jason Zucker leads the Sabres at 1.07 xG/60 and 15.1% shooting (14 goals, 14 assists, 6 high-danger chances)—the league's elite pace actually holding. Josh Doan adds 1.01 xG/60 with 15 goals and 18 assists, 2 high-danger chances, and 11.5% shooting: high volume, lower variance.

Genuine toss-up with execution in the margins.

Computed danger · scouting

Players to watch

WPG
Nino Niederreiter6G 6A
0.87 xG/60 · 3 HD · 8.6% sh
Kyle Connor25G 30A
0.83 xG/60 · 2 HD · 13.0% sh
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
Source · MoneyPuck skaters