Backcheck
Recap · BUF at TBL

Lightning run the Sabres off the ice on the underlying numbers

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

By the ModelJul 12, 4:07 AMxG: xgboost-0.758Edited for clarity
Away
BUF
Buffalo Sabres
3
Home
TBL
Tampa Bay Lightning
4
FINAL / OT
Process vs result

The underlying story

2.70Expected goals4.57
63% share for the better side
26Shot attempts (SOG)35
1High-danger chances7
49Corsi (all attempts)59
Score-adjusted: 45% / 55%
Source · NHL play-by-play · XGBoost xG

The 4-3 overtime result suggested a close game. The underlying numbers said otherwise: Tampa held 63% of 5v5 expected goals (4.57–2.70) and 7-1 in high-danger chances, a dominance that should've produced a blowout, not overtime.

The Lightning controlled shot volume and quality alike. They generated 57% of shot attempts and cashed efficiency: 0.077 xG per shot to Buffalo's 0.055. A. Vasilevskiy made 23 saves on 26 shots (0.885 SV%), while C. Ellis kept the Sabres afloat with 31 saves (0.886 SV%, +0.57 vs expected).

Buffalo scored three times from rush play, mirroring Tampa's total. But two came from low-danger spots—the kind of scoring chance a goalie needs to stop. Tampa showed no such leaks. They scored three times from the rush on 22 chances and converted 2-for-9 on the power play (1.07 xG), demonstrating precision the Sabres never approached.

Jake Guentzel ended it at 4:45 of overtime with a snap shot from the high slot. Kucherov orchestrated the dominance (1G, 3A in 22:24) alongside Guentzel (1G, 1A in 26:07) and D. Raddysh (1G, 1A in 25:48).

The scoreline was deceptive. On nights when teams play to their underlying performance, Tampa's advantage—in both shot volume and shot quality—should've produced more than a one-goal margin.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BUF0 / 1 · 0.25 xG
TBL1 / 7 · 1.60 xG
Medium dangermid-range
BUF1 / 17 · 1.90 xG
TBL3 / 21 · 2.46 xG
Low dangerperimeter & point
BUF2 / 31 · 0.55 xG
TBL0 / 31 · 0.50 xG

BUF went 2-for-31 from low danger on 0.55 expected goals — 1.4 above expected.

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

Finishing vs expected

expectedactual
BUF
3 G · 2.70 xG · +0.3
TBL
4 G · 4.57 xG · -0.6
012345
Goalies · GSAx (goals saved above expected)
C. EllisBUF
+0.6
A. VasilevskiyTBL
-0.3

BUF finished +0.3 against expected, TBL -0.6 — C. Ellis (BUF) saved 0.6 goals above expected.

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

Shot diet

goalsshots
BUF
SNAP0/27
WRIST2/2
SLAP0/2
BACKHAND0/2
TIP IN0/3
DEFLECTED1/1
WRAP AROUND0/1
OTHER0/11
TBL
SNAP2/4
WRIST1/26
SLAP1/8
BACKHAND0/8
TIP IN0/1
DEFLECTED0/2
WRAP AROUND0/0
OTHER0/10
BUF
TBL
Off the rush
3 G on 26 · 2.33 xG
3 G on 22 · 2.46 xG
Off rebounds
0 G on 0 · 0.00 xG
1 G on 11 · 1.59 xG

Snap shots carried the volume: BUF went 0-for-27, TBL 2-for-4. BUF scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
N. Kucherov
#86 · R · TBL
1 G · 3 A · 7 SOG · 22:24 TOI · +1
J. Guentzel
#59 · C · TBL
1 G · 1 A · 1 SOG · 26:07 TOI · +1
D. Raddysh
#43 · D · TBL
1 G · 1 A · 3 SOG · 25:48 TOI · -1
Ranked from the box score — points first · Backcheck
What the model flagged
  • TBL generated far more dangerous chances — 0.077 xG/shot vs 0.055. Quality over quantity.
  • BUF scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • TBL was lethal off the rush — 3 goals on 22 rush chances.
  • BUF was lethal off the rush — 3 goals on 26 rush chances.
  • TBL created 11 rebound opportunities (1 converted) — crashing the net effectively.
  • TBL power play was dominant — 2 PPG on 9 PP shots (1.07 xG).
Before the game — the model's pre-game read
Preview · BUF at TBL · 7:30 PM ET

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

By the ModelJul 12, 3:53 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 projects a 2.4-2.7 win for Tampa Bay, with the Lightning favored at 56%.

Tampa Bay controls the underlying play on both offensive and defensive efficiency. At 54.0% expected goals versus Buffalo's 50.0%, the Lightning generate better chances at even strength. The Corsi split—53.0% for Tampa, 49.0% for Buffalo—reveals territorial dominance; expect the Lightning to spend most of the game in Buffalo's zone.

Both teams, however, are running unsustainably hot. Buffalo's PDO sits at 1.020, Tampa's at 1.019. PDO measures team puck luck—the combination of on-ice save percentage and shooting percentage—and both figures signal regression ahead. The Sabres may feel this correction more acutely; they're more dependent on conversion rates than the underlying metrics suggest they should be.

On Buffalo's side, Jason Zucker is the offensive anchor at 1.07 xG per 60 minutes. His 14 goals come with a 15.1% shooting percentage, and six of those scores are high-danger chances—a clip that defies sustainability. Josh Doan (1.01 xG/60, 11.5% shooting) offers secondary production, though his own conversion also signals short-term luck.

Tampa counters with Brandon Hagel, whose 1.10 xG/60 and 23 goals represent the most dominant even-strength presence in this matchup. Unlike Zucker, Hagel's underlying metrics and raw output align; his production isn't luck-dependent. Anthony Cirelli (0.95 xG/60, 15 goals) rounds out the scoring with his own 17.0% shooting clip, another sign of positive variance headed toward normalcy.

The model's tilt is structural, not speculative. Better process prevails over better luck. Once PDO regresses—and it will—Buffalo's already-narrow underlying edge disappears entirely.

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