Backcheck
Recap · BUF at CHI

Sabres run the Blackhawks off the ice on the underlying numbers

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

By the ModelJul 12, 11:36 AMxG: xgboost-0.758Edited for clarity
Away
BUF
Buffalo Sabres
5
Home
CHI
Chicago Blackhawks
1
FINAL
Process vs result

The underlying story

3.75Expected goals2.43
61% share for the better side
26Shot attempts (SOG)16
8High-danger chances5
49Corsi (all attempts)39
Score-adjusted: 54% / 46%
Source · NHL play-by-play · XGBoost xG

Buffalo's 5–1 win looked more decisive than the underlying metrics suggest—goaltending variance turned a quality edge into a rout. The Sabres controlled 61% of expected goals at 5v5 (3.75–2.43), but U. Luukkonen's excellence and S. Knight's struggles added roughly a goal to the final margin: Luukkonen stopped 1.4 goals above expected while Knight gave up 1.3 more than expected.

Buffalo won shot attempts 26–16. High-danger chances broke 8–5 in their favor. Chicago's underlying performance wasn't catastrophic—just incomplete, hampered by poor goaltending.

The Sabres were lethal on the rush: four goals from 24 chances. They crashed the net effectively, creating six rebound opportunities that applied pressure. R. McLeod's wrist shot from the high slot (18:35, third period) marked Buffalo's breakthrough, though the Sabres had already seized control.

Luukkonen finished with a 0.938 save percentage; Knight managed 0.808. Chicago held 39% of expected goals and 38% of shot attempts—respectable for a road team that trailed early. Knight's poor night masked otherwise competitive underlying play.

  • A. Tuch (BUF) — 1G, 1A in 21:23
  • R. Dahlin (BUF) — 2A in 20:59
  • T. Thompson (BUF) — 2G in 17:31
How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BUF1 / 8 · 1.75 xG
CHI1 / 5 · 1.11 xG
Medium dangermid-range
BUF4 / 13 · 1.41 xG
CHI0 / 7 · 0.83 xG
Low dangerperimeter & point
BUF0 / 28 · 0.59 xG
CHI0 / 27 · 0.49 xG

BUF went 4-for-13 from medium danger on 1.41 expected goals — 2.6 above expected.

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

Finishing vs expected

expectedactual
BUF
5 G · 3.75 xG · +1.3
CHI
1 G · 2.43 xG · -1.4
0123456
Goalies · GSAx (goals saved above expected)
U. LuukkonenBUF
+1.4
S. KnightCHI
-1.3

BUF finished +1.3 against expected, CHI -1.4 — U. Luukkonen (BUF) saved 1.4 goals above expected.

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

Shot diet

goalsshots
BUF
WRIST4/25
TIP IN0/6
SNAP0/2
BACKHAND0/3
SLAP1/3
DEFLECTED0/2
BETWEEN LEGS0/0
BAT0/0
OTHER0/8
CHI
WRIST1/18
TIP IN0/3
SNAP0/3
BACKHAND0/2
SLAP0/1
DEFLECTED0/0
BETWEEN LEGS0/1
BAT0/1
OTHER0/10
BUF
CHI
Off the rush
4 G on 24 · 2.60 xG
1 G on 21 · 1.77 xG
Off rebounds
0 G on 6 · 0.54 xG
0 G on 1 · 0.28 xG

Wrist shots carried the volume: BUF went 4-for-25, CHI 1-for-18. BUF scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
A. Tuch
#89 · R · BUF
1 G · 1 A · 3 SOG · 21:23 TOI · +1
R. Dahlin
#26 · D · BUF
0 G · 2 A · 0 SOG · 20:59 TOI · +2
T. Thompson
#72 · C · BUF
2 G · 0 A · 6 SOG · 17:31 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • U. Luukkonen (BUF) stopped 1.4 goals above expected.
  • S. Knight (CHI) gave up 1.3 goals more than expected — well below their workload.
  • BUF was lethal off the rush — 4 goals on 24 rush chances.
  • BUF created 6 rebound opportunities (0 converted) — crashing the net effectively.
Before the game — the model's pre-game read
Preview · BUF at CHI · 8:30 PM ET

Sabres at Blackhawks: a genuine coin flip

By the ModelJul 12, 11:34 AMEdited for clarity
Win probability

The model's lean

54%
BUF
Model favorite
54%
46%
BUF50CHI

BUF by 8 points of win probability — a modest lean. Projected score BUF 2.72.5 CHI; 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 →CHI
50.0%5v5 xG%42.0%
49.0%Corsi%46.0%
2.55xGF / 602.17
2.55xGA / 602.94
2.35Goals for / gm1.84
1.90Goals against / gm2.41
1.020PDO — luck, not skill0.996

BUF holds 6 of 6 process categories — and PDO (1.020 vs 0.996) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects 2.7 goals for Buffalo, 2.5 for Chicago, with the Sabres at 54% win probability. This is about as close to a pick'em as the numbers get.

But the game isn't featureless. Buffalo owns the underlying play—50.0% xG at 5v5 against Chicago's 42.0%, a structural advantage that shows up in shot quality across the board. The Sabres are also 5-3-2 in their last 10, riding offensive momentum. Chicago, meanwhile, is -19 in goal differential over the same stretch, which is the kind of deficit that compounds.

What tempers Buffalo's edge: the Sabres' 1.020 PDO suggests they're running hot on bounces, and regression is the iron law of hockey. Chicago gets the rest advantage—2 days versus Buffalo's 4—a small but real lever when the underlying game is this tight.

On paper, here's where the talent sits. Buffalo's Jason Zucker leads with 1.07 xG per 60, paired with 14 goals, 6 of those high-danger, and a 15.1% shooting rate that leaves room to come back to Earth. Josh Doan runs 1.01 xG per 60 with 15 goals and 18 assists, though only 2 came from high-danger chances—efficiency through volume rather than quality.

Chicago counters with Tyler Bertuzzi at 0.85 xG per 60, but he's converted at 18.0%—the kind of finishing that worries opposing coaches. He has 20 goals and 7 high-danger tallies. Connor Bedard, the headline name, sits at 0.82 xG per 60, which is healthy, though his 27 assists suggest he's playing the engine role more than the trigger. Only 5 of his 17 goals came from high-danger areas.

The defensive pictures are worth noting. Buffalo's Jack Quinn stands out as a weak point; Chicago's Anton Frondell is similarly exposed. Whoever can turn play toward those zones will find room.

The Sabres have the process advantage. The Blackhawks have the rest day and Tyler Bertuzzi converting at a high rate. The flip is still live.

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
CHI
Tyler Bertuzzi20G 15A
0.85 xG/60 · 7 HD · 18.0% sh
Connor Bedard17G 27A
0.82 xG/60 · 5 HD · 11.8% sh
Source · MoneyPuck skaters