Backcheck
Recap · BOS at BUF

Sabres run the Bruins off the ice on the underlying numbers

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

By the ModelJul 11, 9:53 PMxG: xgboost-0.758Edited for clarity
Away
BOS
Boston Bruins
1
Home
BUF
Buffalo Sabres
4
FINAL
Process vs result

The underlying story

2.54Expected goals4.19
62% share for the better side
23Shot attempts (SOG)34
2High-danger chances6
57Corsi (all attempts)58
Score-adjusted: 53% / 47%
Source · NHL play-by-play · XGBoost xG

The Bruins were convincingly beaten, but the scoreboard (4–1) barely captures how much they were outplayed. Buffalo controlled 62% of expected goals at 5v5 (4.19–2.54), and Boston's goaltending collapse—underperforming by 1.54 goals—obscures an even larger quality gap.

The Sabres' advantage wasn't volume but precision. They generated 0.072 expected goals per shot versus Boston's 0.045—a 60% gap in shot quality. That translates to pressure: on 27 rush chances, Buffalo scored four times, a devastating conversion rate. Boston crashed the net for six rebound opportunities and converted zero. The Bruins created chances but couldn't finish the dirty work.

U. Luukkonen (BUF) stole the show with 1.54 goals saved above expected—an elite performance. J. Korpisalo (BOS) played the other side: he saved 1.19 above expected yet still allowed four goals, a sign of how badly Boston's defense abandoned him. The scoreline could've been much worse for Boston if Luukkonen had posted league-average numbers.

Josh Norris's wrist shot from the top of the circles early in the third period (P3, 19:46) ignited Buffalo's dominance, but the real story unfolded in the underlying data: the Sabres were faster, smarter, and more purposeful. M. Samuelsson (1G, 2A) and T. Thompson (2A) orchestrated the offense, while P. Krebs (1G, 1A) chipped in on secondary chances.

Boston had one overarching problem: they needed their goaltender to steal the game, and the margin of error was gone before the puck even dropped.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BOS0 / 2 · 0.37 xG
BUF1 / 6 · 2.01 xG
Medium dangermid-range
BOS0 / 15 · 1.53 xG
BUF1 / 14 · 1.58 xG
Low dangerperimeter & point
BOS1 / 40 · 0.64 xG
BUF2 / 38 · 0.59 xG

BOS went 0-for-15 from medium danger on 1.53 expected goals — 1.5 left on the table.

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

Finishing vs expected

expectedactual
BOS
1 G · 2.54 xG · -1.5
BUF
4 G · 4.19 xG · -0.2
012345
Goalies · GSAx (goals saved above expected)
J. KorpisaloBOS
+1.2
U. LuukkonenBUF
+1.5

BOS finished -1.5 against expected, BUF -0.2 — U. Luukkonen (BUF) saved 1.5 goals above expected.

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

Shot diet

goalsshots
BOS
WRIST1/20
SLAP0/8
SNAP0/6
TIP IN0/3
BACKHAND0/3
DEFLECTED0/2
WRAP AROUND0/1
OTHER0/14
BUF
WRIST3/25
SLAP0/6
SNAP1/5
TIP IN0/5
BACKHAND0/3
DEFLECTED0/0
WRAP AROUND0/0
OTHER0/14
BOS
BUF
Off the rush
1 G on 22 · 1.11 xG
4 G on 27 · 3.22 xG
Off rebounds
0 G on 6 · 0.83 xG
0 G on 2 · 0.26 xG

Wrist shots carried the volume: BOS went 1-for-20, BUF 3-for-25. BUF scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
M. Samuelsson
#23 · D · BUF
1 G · 2 A · 2 SOG · 24:56 TOI · +3
T. Thompson
#72 · C · BUF
0 G · 2 A · 4 SOG · 17:55 TOI · +2
P. Krebs
#19 · C · BUF
1 G · 1 A · 1 SOG · 16:28 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • J. Korpisalo (BOS) stopped 1.2 goals above expected.
  • BUF generated far more dangerous chances — 0.072 xG/shot vs 0.045. Quality over quantity.
  • BUF scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • BUF was lethal off the rush — 4 goals on 27 rush chances.
  • BOS created 6 rebound opportunities (0 converted) — crashing the net effectively.
  • BOS underperformed xG by 1.5 — wasted quality chances.
  • U. Luukkonen (BUF) saved 1.5 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · BOS at BUF · 7:00 PM ET

Bruins at Sabres: a genuine coin flip

By the ModelJul 11, 9:52 PMEdited for clarity
Win probability

The model's lean

55%
BUF
Model favorite
45%
55%
BOS50BUF

BUF by 10 points of win probability — a modest lean. Projected score BOS 2.52.7 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

BOS← edge
edge →BUF
47.0%5v5 xG%50.0%
49.0%Corsi%49.0%
2.39xGF / 602.55
2.67xGA / 602.55
2.22Goals for / gm2.35
1.82Goals against / gm1.90
1.023PDO — luck, not skill1.020

BUF holds 5 of 6 process categories — and PDO (1.023 vs 1.020) says BOS has run hotter.

Source · MoneyPuck season tables · 5v5

The model gives Buffalo a 55% win probability with an expected scoreline around 2.5 to 2.7 for Boston — barely distinguishable from a flip of the coin.

The Sabres have earned that slight edge through superior underlying play. Buffalo's 5v5 expected goals rate sits at 50.0% to Boston's 47.0%, a difference that compounds over 60 minutes. Corsi%, meanwhile, is dead even at 49.0% for both teams, suggesting the puck possession battle will offer no edge either way.

Both clubs are running hot on PDO. Boston's sits at 1.023; Buffalo's at 1.020. These margins are thin — we're talking about teams getting marginally luckier than their process deserves — but regression is coming for both. The Bruins shouldn't expect this efficiency to hold. Neither should the Sabres.

For Boston, Viktor Arvidsson is the production engine. He's at 1.04 expected goals per 60 minutes with 18 goals and 24 assists, including 2 high-danger chances converted. His 13.0% shooting rate suggests that efficiency can compress; the Sabres' best defensive option is to crowd him. Tanner Jeannot operates at a more modest 0.75 xG/60 but has found 6 goals on just 8.3% shooting — click-click territory, meaning fewer Grade-A looks are going in going forward.

Buffalo counters with Jason Zucker, who's been the more dangerous forward on a per-60 basis. Zucker sits at 1.07 xG/60 with 14 goals, 14 assists, and 6 high-danger goals — that last figure is outlier territory. Josh Doan rounds out the offensive picture at 1.01 xG/60 with 15 goals and 18 assists, though just 2 of those came from high-danger chances.

Both teams face a tactical problem: neither is profiting from high-danger scoring or rebounds. Boston's 0% rate in both categories mirrors Buffalo's 0%, which means both offenses are leaving efficient opportunities on the ice. That inefficiency — if it stays in place — dampens what should be productive nights from these rosters.

Defensively, the Bruins will need to cover Elias Lindholm, who represents a soft spot. Buffalo's weakness is Jack Quinn, a comparable liability on the back end. Whichever team isolates their opponent's weaker link first could create the margin.

Close matchups don't often produce clean predictions. This one fits that mold: two teams generating similar play (Corsi), with Buffalo slightly superior in quality (xG%), both running into variance that's due to reset, and rosters talented enough that a single breakdown on defense could decide the outcome. The Sabres' edge is real but small.

Computed danger · scouting

Players to watch

BOS
Viktor Arvidsson18G 24A
1.04 xG/60 · 2 HD · 13.0% sh
Tanner Jeannot6G 14A
0.75 xG/60 · 2 HD · 8.3% 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