Backcheck
Recap · BUF at PIT

U. Luukkonen stands tall as the Sabres edge the Penguins

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

By the ModelJul 12, 5:37 AMxG: xgboost-0.758Edited for clarity
Away
BUF
Buffalo Sabres
5
Home
PIT
Pittsburgh Penguins
1
FINAL
Process vs result

The underlying story

4.19Expected goals3.52
54% share for the better side
26Shot attempts (SOG)28
6High-danger chances7
61Corsi (all attempts)56
Score-adjusted: 47% / 53%
Source · NHL play-by-play · XGBoost xG

Expected goals said 3.52–4.19 in favor of Buffalo; the scoreboard said 5–1. U. Luukkonen made the difference.

The underlying play suggested a closer game. The Penguins held 52% of shot attempts (28–26 on goal), but Luukkonen's 0.964 save percentage (+2.52 vs expected) swallowed what Pittsburgh created. A. Silovs posted 0.840 on the other side, and Pittsburgh's offense couldn't bridge the gap. The Penguins underperformed their xG by 2.52 goals—quality chances that never materialized.

Buffalo's finishing proved clinical where Pittsburgh's faltered. The Sabres converted 3 of 6 high-danger chances (50%) and scored 3 goals from 28 rush attempts. Pittsburgh generated 4 rebound opportunities and converted none. Buffalo also created 3 rebounds and cashed one, closing the efficiency gap that xG had forecast as tight.

Mattias Samuelsson's wrist shot from the top of the circles (P3, 16:53) crystallized Buffalo's control. The goal arrived when Pittsburgh had built competing expected offense, yet couldn't answer; Luukkonen's heat and the Sabres' execution answered instead.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BUF3 / 6 · 1.92 xG
PIT1 / 7 · 1.46 xG
Medium dangermid-range
BUF1 / 14 · 1.45 xG
PIT0 / 15 · 1.62 xG
Low dangerperimeter & point
BUF1 / 41 · 0.82 xG
PIT0 / 34 · 0.43 xG

PIT went 0-for-15 from medium danger on 1.62 expected goals — 1.6 left on the table.

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

Finishing vs expected

expectedactual
BUF
5 G · 4.19 xG · +0.8
PIT
1 G · 3.52 xG · -2.5
0123456
Goalies · GSAx (goals saved above expected)
U. LuukkonenBUF
+2.5
A. SilovsPIT
+0.2

BUF finished +0.8 against expected, PIT -2.5 — U. Luukkonen (BUF) saved 2.5 goals above expected.

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

Shot diet

goalsshots
BUF
WRIST3/36
TIP IN1/4
SLAP0/5
BACKHAND1/1
SNAP0/1
DEFLECTED0/1
BAT0/0
OTHER0/13
PIT
WRIST1/27
TIP IN0/5
SLAP0/3
BACKHAND0/3
SNAP0/2
DEFLECTED0/0
BAT0/1
OTHER0/15
BUF
PIT
Off the rush
3 G on 28 · 2.43 xG
1 G on 22 · 2.35 xG
Off rebounds
1 G on 3 · 0.47 xG
0 G on 4 · 0.65 xG

Wrist shots carried the volume: BUF went 3-for-36, PIT 1-for-27. BUF scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
O. Power
#25 · D · BUF
1 G · 1 A · 1 SOG · 20:45 TOI · +3
J. Norris
#9 · C · BUF
1 G · 1 A · 2 SOG · 17:41 TOI
B. Byram
#4 · D · BUF
0 G · 1 A · 2 SOG · 22:32 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • U. Luukkonen (BUF) stopped 2.5 goals above expected.
  • BUF was clinical in the high-danger zone — 3/6 on HD chances (50%).
  • BUF was lethal off the rush — 3 goals on 28 rush chances.
  • PIT created 4 rebound opportunities (0 converted) — crashing the net effectively.
  • BUF created 3 rebound opportunities (1 converted) — crashing the net effectively.
  • PIT underperformed xG by 2.5 — wasted quality chances.
  • U. Luukkonen (BUF) saved 2.5 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · BUF at PIT · 7:00 PM ET

Sabres at Penguins: a genuine coin flip

By the ModelJul 12, 5:37 AMEdited for clarity
Win probability

The model's lean

53%
PIT
Model favorite
47%
53%
BUF50PIT

PIT by 6 points of win probability — a modest lean. Projected score BUF 2.52.7 PIT; 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 →PIT
50.0%5v5 xG%51.0%
49.0%Corsi%50.0%
2.55xGF / 602.66
2.55xGA / 602.55
2.35Goals for / gm2.45
1.90Goals against / gm2.12
1.020PDO — luck, not skill1.012

PIT holds 5 of 6 process categories — and PDO (1.020 vs 1.012) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects 2.5 to 2.7 goals with Pittsburgh favored at 53%—call this a pick'em. Buffalo and Pittsburgh are nearly even across every meaningful metric, separated by margins that live within statistical noise.

Buffalo's expected goals percentage sits at 50.0% with a 49.0% Corsi; Pittsburgh matches at 51.0% xG% and 50.0% Corsi%. That's a dead heat. The only daylight is Buffalo's 1.020 PDO, which is also a warning sign: the Sabres are running hot and regression is coming. Pittsburgh's 1.012 PDO is closer to what regression looks like.

Both goaltenders are on back-to-backs. S. Skinner and A. Lyon could be tired starters or replacements entirely—an uncertainty layer the model can't fully absorb.

Buffalo rides Jason Zucker and Josh Doan. Zucker generates 1.07 expected goals per 60 minutes with 14 goals and 14 assists, including 6 high-danger chances and a 15.1% shooting rate that won't last. Doan tracks at 1.01 xG/60 with 15 goals and 18 assists on just 2 high-danger goals and 11.5% shooting—his offensive output is more sustainable. Jack Quinn is Buffalo's defensive leak.

Pittsburgh leans on Rickard Rakell (1.01 xG/60, 13G 13A, 3 HD goals, 12.1% shooting) after losing Filip Hallander to an evaluation: Hallander (1.28 xG/60, 0G 3A) is out. Caleb Jones is Pittsburgh's defensive vulnerability.

This isn't a game waiting to break one way. It's built to go either direction.

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
PIT
Filip Hallander0G 3A
1.28 xG/60 · 0 HD · 0.0% sh
Rickard Rakell13G 13A
1.01 xG/60 · 3 HD · 12.1% sh
Source · MoneyPuck skaters