Backcheck
Recap · BUF at TBL

U. Luukkonen stands tall as the Sabres edge the Lightning

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

By the ModelJul 12, 4:56 AMxG: xgboost-0.758Edited for clarity
Away
BUF
Buffalo Sabres
6
Home
TBL
Tampa Bay Lightning
2
FINAL
Process vs result

The underlying story

4.51Expected goals4.71
51% share for the better side
35Shot attempts (SOG)38
4High-danger chances9
55Corsi (all attempts)65
Score-adjusted: 39% / 61%
Source · NHL play-by-play · XGBoost xG

The Sabres rolled past the Lightning 6-2 in a game the underlying numbers suggested was far closer. Tampa held 52% of shot attempts (38–35), a 4.71–4.51 expected-goals edge, and a 9–4 advantage in high-danger chances. Yet they lost by four. Goaltending determined this gap entirely.

U. Luukkonen stopped 36 of 38 shots with a 0.947 save percentage, outperforming his expected save total by 2.71 goals. A. Vasilevskiy, Tampa's backup, conceded 9 goals on 14 shots—a 0.643 save percentage that underperformed expected outcomes by 3.20 goals. J. Johansson, Tampa's starter, actually outperformed expectations by 1.71 goals, but one backup's elite performance and another's catastrophic collapse determined the final margin far more than play at even strength.

Buffalo was lethal off the rush, converting 6 of 34 chances. Tampa managed only 2 of 33, despite being the team that dominated possession and chance quality. The Sabres also scored 3 goals from low-danger areas—plays the opposing goalie typically stops. Luukkonen's performance masked what was, for most of the game, a team that controlled neither possession nor shot quality.

This was a game where the scoreboard and the underlying data diverged sharply—a 6-2 final that rewarded execution in one dimension while ignoring evidence across nearly every other metric.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BUF1 / 4 · 0.90 xG
TBL1 / 9 · 2.09 xG
Medium dangermid-range
BUF2 / 26 · 3.00 xG
TBL0 / 17 · 1.95 xG
Low dangerperimeter & point
BUF3 / 25 · 0.61 xG
TBL1 / 39 · 0.67 xG

BUF went 3-for-25 from low danger on 0.61 expected goals — 2.4 above expected.

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

Finishing vs expected

expectedactual
BUF
6 G · 4.51 xG · +1.5
TBL
2 G · 4.71 xG · -2.7
01234567
Goalies · GSAx (goals saved above expected)
U. LuukkonenBUF
+2.7
J. JohanssonTBL
+1.7
A. VasilevskiyTBL
-3.2

BUF finished +1.5 against expected, TBL -2.7 — A. Vasilevskiy (TBL) allowed 3.2 more goals than expected.

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

Shot diet

goalsshots
BUF
WRIST5/30
SNAP0/7
SLAP0/4
TIP IN1/4
BACKHAND0/5
OTHER0/5
TBL
WRIST1/26
SNAP0/7
SLAP1/10
TIP IN0/5
BACKHAND0/3
OTHER0/14
BUF
TBL
Off the rush
6 G on 34 · 3.39 xG
2 G on 33 · 3.60 xG
Off rebounds
0 G on 2 · 0.29 xG
0 G on 3 · 0.47 xG

Wrist shots carried the volume: BUF went 5-for-30, TBL 1-for-26. BUF scored 6 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
R. Dahlin
#26 · D · BUF
1 G · 2 A · 2 SOG · 24:32 TOI · +2
V. Hedman
#77 · D · TBL
1 G · 1 A · 2 SOG · 16:53 TOI · +1
J. Norris
#9 · C · BUF
2 G · 0 A · 2 SOG · 15:03 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • U. Luukkonen (BUF) stopped 2.7 goals above expected.
  • A. Vasilevskiy (TBL) gave up 3.2 goals more than expected — well below their workload.
  • BUF scored 3 goals from low-danger spots — the opposing goalie needs to have those.
  • TBL was lethal off the rush — 2 goals on 33 rush chances.
  • BUF was lethal off the rush — 6 goals on 34 rush chances.
  • TBL created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • TBL underperformed xG by 2.7 — wasted quality chances.
  • U. Luukkonen (BUF) saved 2.7 goals above expected — stole the show.
  • J. Johansson (TBL) saved 3.5 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · BUF at TBL · 7:00 PM ET

The Lightning are the model's lean over the Sabres — with PDO regression in play

By the ModelJul 12, 4:58 AMEdited for clarity
Win probability

The model's lean

56%
TBL
Model favorite
44%
56%
BUF50TBL

TBL by 12 points of win probability — a modest lean. Projected score BUF 2.42.7 TBL; 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 →TBL
50.0%5v5 xG%54.0%
49.0%Corsi%53.0%
2.55xGF / 602.67
2.55xGA / 602.28
2.35Goals for / gm2.38
1.90Goals against / gm1.85
1.020PDO — luck, not skill1.019

TBL holds 6 of 6 process categories — and PDO (1.020 vs 1.019) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model favors Tampa Bay at 56% win probability, projecting a 2.4-2.7 goal margin. But the forecast hinges on a critical caveat: both teams are running on unsustainable PDO luck.

Start with underlying play. The Lightning command the game at 54.0% expected goals compared to Buffalo's 50.0%, translating to 53.0% Corsi dominance. That territorial advantage—Tampa will spend the night in Buffalo's end—underpins the 56% call. But it's modest, and the model knows it.

The real edge comes from the regression opportunity. The Lightning's PDO sits at 1.019; the Sabres' at 1.020. Both teams are scoring and preventing at rates beyond what their shot profile allows. That gap always closes.

On firepower, Jason Zucker leads Buffalo at 1.07 expected goals per 60 with 14 goals and 14 assists, but only 6 rank as high-danger—his 15.1% shooting rate runs ahead of his positioning. Josh Doan (1.01 xG/60, 15G 18A) carries a leaner 11.5% shooting rate, more volume-dependent than conversion-driven.

Brandon Hagel anchors Tampa's attack at 1.10 xG/60 with 23 goals and 26 assists but just 2 high-danger goals—his 15.8% shooting rate has done heavy lifting beyond shot quality. Anthony Cirelli is the cleaner producer: 0.95 xG/60, 15G 18A with 5 high-danger goals at 17.0% shooting. That proportion—high-danger tallies to total output—reads as legitimacy beneath Cirelli's production.

The model sees Tampa's advantage as production parity backed by superior volume: Hagel and Cirelli are outworking Zucker and Doan. But with PDO regression looming for both sides, the Lightning's 56% edge is less a prediction than a probabilistic nod to the team that's been the better underlying operation—tempered by the knowledge that luck corrections can happen anytime.

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
TBL
Brandon Hagel23G 26A
1.10 xG/60 · 2 HD · 15.8% sh
Anthony Cirelli15G 18A
0.95 xG/60 · 5 HD · 17.0% sh
Source · MoneyPuck skaters