Backcheck
Recap · WSH at BUF

Sabres edge the Capitals in a shootout

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

By the ModelJul 12, 1:34 PMxG: xgboost-0.758Edited for clarity
Away
WSH
Washington Capitals
3
Home
BUF
Buffalo Sabres
4
FINAL / OT
Process vs result

The underlying story

3.13Expected goals3.26
51% share for the better side
34Shot attempts (SOG)24
5High-danger chances4
66Corsi (all attempts)53
Score-adjusted: 56% / 44%
Source · NHL play-by-play · XGBoost xG

Buffalo won 4-3 in a shootout despite holding just 41% of shot attempts (24-34). Expected goals split 3.26–3.13 in their favor—a 51-49 edge that suggested a near coin flip. The win reflects efficiency, not luck.

The Sabres generated far more dangerous chances: 0.062 expected goals per shot versus Washington's 0.047. High-danger chances favored Washington (5-4), yet Buffalo's converted looks mattered more. Three goals on 32 rush attempts versus Washington's four rebound opportunities and one goal—quality over volume.

U. Luukkonen's 0.912 save percentage (31/34) outpaced C. Lindgren's 0.875 (21/24). Bowen Byram's wrist shot from the slot in the shootout decided the rest.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
WSH1 / 5 · 1.19 xG
BUF0 / 4 · 0.89 xG
Medium dangermid-range
WSH1 / 11 · 1.11 xG
BUF3 / 14 · 1.69 xG
Low dangerperimeter & point
WSH1 / 50 · 0.83 xG
BUF0 / 35 · 0.69 xG

BUF went 3-for-14 from medium danger on 1.69 expected goals — 1.3 above expected.

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

Finishing vs expected

expectedactual
WSH
3 G · 3.13 xG · -0.1
BUF
4 G · 3.26 xG · +0.7
012345
Goalies · GSAx (goals saved above expected)
C. LindgrenWSH
+0.3
U. LuukkonenBUF
+0.1

WSH finished -0.1 against expected, BUF +0.7 — C. Lindgren (WSH) saved 0.3 goals above expected.

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

Shot diet

goalsshots
WSH
WRIST0/27
SNAP2/6
SLAP0/7
TIP IN1/4
BACKHAND0/4
DEFLECTED0/2
WRAP AROUND0/0
OTHER0/16
BUF
WRIST2/23
SNAP1/8
SLAP0/3
TIP IN0/3
BACKHAND0/2
DEFLECTED0/0
WRAP AROUND0/1
OTHER0/13
WSH
BUF
Off the rush
1 G on 28 · 1.90 xG
3 G on 32 · 2.68 xG
Off rebounds
1 G on 4 · 0.60 xG
0 G on 1 · 0.24 xG

Wrist shots carried the volume: WSH went 0-for-27, BUF 2-for-23. BUF scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
D. Strome
#17 · C · WSH
1 G · 0 A · 6 SOG · 22:13 TOI · +1
A. Tuch
#89 · R · BUF
1 G · 0 A · 2 SOG · 20:14 TOI
O. Power
#25 · D · BUF
0 G · 1 A · 0 SOG · 19:54 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • WSH generated higher-quality looks than the shot total suggests.
  • BUF generated far more dangerous chances — 0.062 xG/shot vs 0.047. Quality over quantity.
  • BUF was lethal off the rush — 3 goals on 32 rush chances.
  • WSH created 4 rebound opportunities (1 converted) — crashing the net effectively.
Before the game — the model's pre-game read
Preview · WSH at BUF · 7:00 PM ET

Capitals at Sabres: a genuine coin flip

By the ModelJul 11, 2:24 PMEdited for clarity
Win probability

The model's lean

52%
BUF
Model favorite
48%
52%
WSH50BUF

BUF by 4 points of win probability — effectively a coin flip. Projected score WSH 2.62.7 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

WSH← edge
edge →BUF
50.0%5v5 xG%50.0%
49.0%Corsi%49.0%
2.62xGF / 602.55
2.62xGA / 602.55
2.18Goals for / gm2.35
1.79Goals against / gm1.90
1.018PDO — luck, not skill1.020

BUF holds 4 of 6 process categories — and PDO (1.018 vs 1.020) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects a 2.6–2.7 goal game with Buffalo at 52% win probability. Pick 'em.

Both teams own identical 5v5 metrics: 50.0% expected goals, 49.0% Corsi. Neither is driving play. The heat is the story. Washington and Buffalo both sit at 1.018 and 1.020 PDO respectively. Regression awaits, and the team that cools first will likely lose.

L. Thompson faces a back-to-back. Expect either a backup start or a fatigued Game 2 performance.

Ovechkin (0.97 xG/60, 19 goals, 17 assists) anchors Washington's attack. His 13.8% shooting rate masks a structural gap: just 2 high-danger goals mean he's scoring off volume rather than repeatable chances. Beauvillier (0.89 xG/60, 14 goals, 9 assists) traces the same pattern—2 high-danger goals on 10.4% shooting signals he's riding luck.

Buffalo counters with Zucker, who generates 1.07 expected goals per 60 and has buried 6 high-danger chances. That's conversion. Doan (1.01 xG/60, 15 goals, 18 assists) completes the attack with an 11.5% shooting rate that suggests sustainability.

Both teams show defensive vulnerability. Neither has scored from a rebound (0%) or a high-danger chance (0%). Jack Quinn embodies Buffalo's exposure; Declan Chisholm mirrors it for Washington.

The model read this correctly: perfect symmetry yields no edge.

Computed danger · scouting

Players to watch

WSH
Alex Ovechkin19G 17A
0.97 xG/60 · 2 HD · 13.8% sh
Anthony Beauvillier14G 9A
0.89 xG/60 · 2 HD · 10.4% 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