Backcheck
Recap · LAK at BUF

A. Lyon stands tall as the Sabres edge the Kings

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

By the ModelJul 12, 2:57 AMxG: xgboost-0.758Edited for clarity
Away
LAK
Los Angeles Kings
1
Home
BUF
Buffalo Sabres
4
FINAL
Process vs result

The underlying story

3.51Expected goals3.91
53% share for the better side
38Shot attempts (SOG)32
4High-danger chances4
68Corsi (all attempts)52
Score-adjusted: 63% / 37%
Source · NHL play-by-play · XGBoost xG

Buffalo's 4-1 victory over Los Angeles looks decisive. The underlying metrics reveal a tighter contest — expected goals favored the Sabres just 3.91–3.51, and high-danger chances were perfectly even at 4–4. The scoreline masked how vulnerable the Kings actually were.

The difference came down to execution and goaltending. The Kings generated quality chances but could not finish, underperforming their expected goals by 2.51. A. Lyon, meanwhile, posted a 0.974 save percentage and stopped 2.51 goals above expected — the goaltending equivalent of stealing a game. The Sabres, by contrast, generated fewer but higher-value chances — 0.075 xG per shot versus Los Angeles' 0.052.

Alex Tuch's snap shot from the wing early in the third period (19:00) served as the turning point, capping a night in which he scored three goals in just 17:57 of ice time. J. Quinn registered three assists in 14:47, and R. McLeod added two helpers in 16:30. Buffalo's depth showed: multiple players generated offensive impact despite limited minutes.

Both teams crashed the net aggressively but futilely. Buffalo created three rebound opportunities and converted none; Los Angeles created seven and converted none. The Sabres simply got more out of their chances when it mattered most.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
LAK0 / 4 · 0.96 xG
BUF1 / 4 · 1.75 xG
Medium dangermid-range
LAK1 / 16 · 1.73 xG
BUF2 / 17 · 1.78 xG
Low dangerperimeter & point
LAK0 / 48 · 0.82 xG
BUF1 / 31 · 0.38 xG

LAK went 0-for-4 from high danger on 0.96 expected goals — 1.0 left on the table.

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

Finishing vs expected

expectedactual
LAK
1 G · 3.51 xG · -2.5
BUF
4 G · 3.91 xG · +0.1
012345
Goalies · GSAx (goals saved above expected)
D. KuemperLAK
+0.9
A. LyonBUF
+2.5

LAK finished -2.5 against expected, BUF +0.1 — A. Lyon (BUF) saved 2.5 goals above expected.

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

Shot diet

goalsshots
LAK
SNAP0/20
WRIST0/8
TIP IN1/8
SLAP0/11
BACKHAND0/4
DEFLECTED0/1
WRAP AROUND0/1
OTHER0/15
BUF
SNAP2/9
WRIST0/16
TIP IN1/7
SLAP1/3
BACKHAND0/1
DEFLECTED0/3
WRAP AROUND0/0
OTHER0/13
LAK
BUF
Off the rush
1 G on 32 · 2.32 xG
1 G on 23 · 2.01 xG
Off rebounds
0 G on 7 · 0.65 xG
0 G on 3 · 0.74 xG

Snap shots carried the volume: LAK went 0-for-20, BUF 2-for-9.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
A. Tuch
#89 · R · BUF
3 G · 0 A · 7 SOG · 17:57 TOI · +2
J. Quinn
#22 · R · BUF
0 G · 3 A · 1 SOG · 14:47 TOI · +2
R. McLeod
#71 · C · BUF
0 G · 2 A · 1 SOG · 16:30 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • A. Lyon (BUF) stopped 2.5 goals above expected.
  • BUF generated far more dangerous chances — 0.075 xG/shot vs 0.052. Quality over quantity.
  • BUF created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • LAK created 7 rebound opportunities (0 converted) — crashing the net effectively.
  • LAK underperformed xG by 2.5 — wasted quality chances.
  • A. Lyon (BUF) saved 2.5 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · LAK at BUF · 7:00 PM ET

Kings at Sabres: a genuine coin flip

By the ModelJul 12, 2:56 AMEdited for clarity
Win probability

The model's lean

50%
BUF
Model favorite
50%
50%
LAK50BUF

BUF by 0 points of win probability — effectively a coin flip. Projected score LAK 2.52.5 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

LAK← edge
edge →BUF
52.0%5v5 xG%50.0%
52.0%Corsi%49.0%
2.42xGF / 602.55
2.20xGA / 602.55
1.85Goals for / gm2.35
1.71Goals against / gm1.90
1.002PDO — luck, not skill1.020

LAK holds 4 of 6 process categories — and PDO (1.002 vs 1.020) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.5–2.5 game with Buffalo at 50% win probability. You won't find a tighter pregame prediction than this.

The supporting numbers explain why. Los Angeles drives 52.0% Corsi and 52.0% expected goals—a genuine territorial advantage that translates to shot volume and quality chances. Buffalo counters with 50.0% xG, suggesting they'll generate offensive looks despite spending more time in their own zone. By five-on-five metrics, this is balanced hockey played on Los Angeles' terms.

Here's where the edges live: Buffalo's PDO sits at 1.020, meaning the Sabres are running hot on goaltending and finishing. Some regression feels inevitable. Los Angeles, meanwhile, trades the PDO advantage (1.002) for territorial control—the kind of advantage that compounds over 60 minutes. The Kings' recent form tells a different story, though. They're minus-5 in goal differential over their last 10, suggesting their underlying structure hasn't translated to results yet.

Goaltending uncertainty sharpens this picture. C. Ellis faces a back-to-back situation, and A. Forsberg does as well. Either team could deploy a backup or see a fatigued starter between the pipes—a variable that can swallow thin margins in a coin flip.

The individual matchups narrow the field. Alex Laferriere drives the Kings attack at 0.87 xG per 60 with 16 goals and 18 assists; he's converting at 9.9%, well above expectation, and has generated 2 high-danger chances. Jason Zucker is Buffalo's most dangerous finisher—1.07 xG/60, 14 goals, 14 assists, 6 high-danger goals, and a 15.1% shooting percentage that signals both skill and luck. Josh Doan offers secondary depth at 1.01 xG/60 with 15 goals and 18 assists across 2 high-danger chances. Neither team can afford to lose focus on these three.

For Los Angeles, Jared Wright is worth monitoring: 0.83 xG per 60 and 4 assists with 0 goals. He's generating offense without finishing, a sign of either pending regression to the mean or a role that will demand adjustment if the Kings need goals. Buffalo's defensive responsibility falls on Jack Quinn; for Los Angeles, Adrian Kempe carries that burden.

This is a coin flip because both teams project to play solid hockey without obvious structural cracks. Buffalo has the hot hand; Los Angeles has the territorial edge. One will regress, one will hold. Which team—and which goaltender—makes the sharper adjustment to the moment will likely decide it.

Computed danger · scouting

Players to watch

LAK
Alex Laferriere16G 18A
0.87 xG/60 · 2 HD · 9.9% sh
Jared Wright0G 4A
0.83 xG/60 · 0 HD · 0.0% 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