Motion-blurred skater in a Ottawa Senators sweater
Breakdown · BOS at OTT

Senators pull away from the Bruins

The verdict · earned

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

BOS 2 · OTT 7
◆ By the ModelJul 11, 1:24 PMxG: xgboost-0.758Edited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

Ottawa's 7-2 win over Boston masks an expected-goals game that favored the Senators only marginally. The xG split ran 3.15–2.84 — close enough that the Bruins' scoreboard deficit tells a story the underlying numbers don't support. Ottawa outperformed their model by 3.85 goals; Boston undershot theirs by 0.84. This is the scoreboard disagreeing sharply with process.

The Senators controlled shot quality, not volume. They held 45% of shot attempts (23–28 on goal) and generated 0.062 expected goals per shot versus Boston's 0.045 — a meaningful edge in shot danger. High-danger chances favored Ottawa 6–3. That concentration mattered: the Senators finished 50% on HD chances (3 of 6), while Boston converted nothing on their rebound opportunities.

The goaltending split was the game's largest variable. L. Meriläinen (OTT) posted a 0.929 save percentage — 0.84 goals better than expected. J. Swayman (BOS) recorded 16 saves on 23 attempts for a 0.696 mark, performing 3.85 goals worse than his workload suggested.

Ottawa's power play was the other separator: 4 goals on 8 shots, a 0.50 expected-goals rate that no penalty kill can withstand. In transition, Ottawa scored 6 rush-goal opportunities out of 25 attempts; Boston managed 2 from 26 chances — identical volume, opposite conversion.

Viktor Arvidsson's slap shot from the top of the circles at 19:50 of the third period proved to be the turning point.

The breakdown in twelve frames

Swipe it

Every number is from this page
Final · Oct 27
BOS
2
OTT
7

Senators pull away from the Bruins

Chances 2.8 – 3.1Did they deserve it? →
Did they deserve it?

Dead even on chances. The Senators took it anyway.

Expected goals · chance value
BOS
2.84
OTT
3.15
48% of the chances53%

The board read BOS 2, OTT 7. The chances read BOS 2.8, OTT 3.1.

Our xG model · NHL play-by-play · all situations
Luck check
OTT
+3.9
goals above expected
OTT3.15 expected · 7 scored
Expected
Scored
BOS2.84 expected · 2 scored
Expected
Scored

The Senators scored 3.9 more than their chances were worth. That does not repeat.

PDO = sh% + sv% · drifts to 1.000 over a season
Every goal, in order
  1. P1 03:06BOSM. Geekie1–0
  2. P1 10:25OTTD. BathersonPP1–1
  3. P2 01:08OTTC. Giroux1–2
  4. P2 14:44OTTD. Batherson1–3
  5. P3 00:13OTTT. StützlePP1–4
  6. P3 09:33OTTT. StützlePP1–5
  7. P3 12:22OTTN. Cousins1–6
+2 more on the full breakdown
NHL play-by-play · chance value from our xG model
Where the shots came from
BOS
44 shots
2
Final
84 shots
OTT
40 shots
7
BOS attackOTT attack
BOS OTT Goal
44
shots · 2 in
40
shots · 7 in
Every unblocked shot · press play to replay it
Chances by danger
BOSOTT
0 / 3
0.78 xG
High danger
3 / 6
1.44 xG
1 / 13
1.42 xG
Medium
3 / 12
1.12 xG
1 / 47
0.64 xG
Low
1 / 33
0.59 xG

The Bruins went 0 for 3 from the slot.

Danger tiers by our xG model · high ≥ 20% chance
In the net
B+
L. Meriläinen
+0.8
OTT · 26/28
F
J. Swayman
−3.9
BOS · 16/23
The numbers, checked
BACKCHECK

Senators pull away from the Bruins

A model, not a newsroom. Every number on these frames comes from the NHL's play-by-play and our own models. Nothing was watched, guessed or heard from anyone.

Read the full breakdown
backcheckreport.com
01 / 08 · Final
Every goal, in order

How it happened

NHL play-by-play
1stshots 9–10
  1. 03:06BOSM. Geekie1–0
  2. 10:25OTTD. Bathersonpower play(R. Greig, J. Sanderson)1–1
2ndshots 11–4
  1. 01:08OTTC. Giroux(M. Amadio, S. Pinto)1–2
  2. 14:44OTTD. Batherson(F. Zetterlund, L. Eller)1–3
3rdshots 8–9
  1. 00:13OTTT. Stützlepower play(J. Sanderson, D. Batherson)1–4
  2. 09:33OTTT. Stützlepower play(J. Sanderson, D. Cozens)1–5
  3. 12:22OTTN. Cousins(T. Stützle, N. Jensen)1–6
  4. 13:04OTTF. Zetterlundpower play(T. Chabot, D. Perron)1–7
  5. 19:50BOSV. Arvidsson(F. Minten, T. Jeannot)2–7

score reads BOS–OTT

Source · NHL play-by-play (api-web.nhle.com)
Process vs result

The numbers

XGBoost xG · NHL play-by-play
3.15
OTT chances
Goals their shots were worth
+3.9
Finishing
Goals above what those chances were worth
1.105
OTT puck luck
Above 1.000 — the bounces went their way
44.7%
Shot attempts
Under half — they were outshot
Split by club

Who controlled the game

2.84Expected goals3.15
OTT 53% of the chance quality
28Shots on goal23
3High-danger chances6
63All attempts (Corsi)51
Adjusted for score: BOS 59% · OTT 41%
Faceoffs · OTT won50%off52%neu68%def
Source · NHL play-by-play · XGBoost xG
How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BOS0 / 3 · 0.78 xG
OTT3 / 6 · 1.44 xG
Medium dangermid-range
BOS1 / 13 · 1.42 xG
OTT3 / 12 · 1.12 xG
Low dangerperimeter & point
BOS1 / 47 · 0.64 xG
OTT1 / 33 · 0.59 xG

OTT went 3-for-12 from medium danger on 1.12 expected goals — 1.9 above expected.

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

Finishing vs expected

expectedactual
BOS
2 G · 2.84 xG · -0.8
OTT
7 G · 3.15 xG · +3.9
012345678

BOS finished -0.8 against expected, OTT +3.9.

Source · Backcheck xG model
Shot types · rush and rebound chancesopen +
What they shot — and what went in

Shot diet

goalsshots
BOS
WRIST1/26
SLAP1/4
SNAP0/7
TIP IN0/2
BACKHAND0/2
DEFLECTED0/2
WRAP AROUND0/1
OTHER0/19
OTT
WRIST2/20
SLAP1/7
SNAP2/4
TIP IN2/5
BACKHAND0/3
DEFLECTED0/1
WRAP AROUND0/0
OTHER0/11
BOS
OTT
Off the rush
2 G on 26
1.63 xG
6 G on 25
2.43 xG
Off rebounds
0 G on 3
0.65 xG
0 G on 1
0.15 xG

Wrist shots carried the volume: BOS went 1-for-26, OTT 2-for-20. OTT scored 6 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
New to these numbers?

Two things happened in this game: who created the better chances, and who put the puck in the net. They are not the same thing, and this page separates them on purpose.

The one to watch is expected goals— the best single read on who deserved to win. When it disagrees with the scoreboard, that disagreement is usually the story. Nothing here is a projection; every figure is computed from this game's play-by-play. Full glossary →

xG
Expected goals. Every shot scored by how often that exact look goes in. 2.5 xG means the chances were worth about two and a half goals.
HD
High-danger chances — shots from the slot and the crease, where shots actually become goals.
Corsi
Every shot attempt, including the ones that missed or got blocked. A rough read on who had the puck.
Adj.
Score-adjusted. Teams that trail shoot more and teams that lead sit back, so this corrects the attempt count for the scoreboard.
GSAx
Goals saved above expected. A positive number means the goalie stopped more than an average goalie would have on those shots.
PDO
Shooting % plus save % — a luck gauge. It sits near 1.000 over a season, so a game far from it usually means the bounces decided it.
Shot by shot

In the net

Graded on goals saved above expected
J. Swayman
BOS · 16/23 · .696
-3.9
saved above expected
F
the night
By dangerG/attxGsaved
High danger3/61.4-1.6
Medium3/121.1-1.9
Low1/330.6-0.4

A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

L. Meriläinen
OTT · 26/28 · .929
+0.8
saved above expected
B+
the night
By dangerG/attxGsaved
High danger0/30.8+0.8
Medium1/131.4+0.4
Low1/470.6-0.4

A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

84 shots · press play to watch the game back

Where the shots came from

NHL play-by-play coordinates
BOS
44 shots
2
Final
84 shots
OTT
40 shots
7
BOS attackOTT attack
BOS OTT Goal

Each club shoots toward its own end — BOS left, OTT right — the way you would watch it. A dot's size is how dangerous the look was, from distance and angle; it is a proxy for shot quality, not the xG model the article is written from. Hover a dot for the shooter and the clock.

Ranked from the box score

Three stars

Points first
Three stars · computed, not voted
J. Sanderson
#85 · D · OTT
0 G · 3 A · 2 SOG · 20:12 on ice
D. Batherson
#19 · R · OTT
2 G · 1 A · 3 SOG · 16:51 on ice · +1
T. Stützle
#18 · C · OTT
2 G · 1 A · 5 SOG · 16:42 on ice · +1
Ranked from the box score — points first · Backcheck
What the model said beforehand

Before the game

Written Mon, Oct 27
Open the pre-game read
Written from the numbers

The read

Edited for clarity
◆ By the ModelJul 11, 1:23 PMEdited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

The model projects a 2.3–2.8 goal game with the Senators at 59% win probability. That edge sits squarely on Ottawa's underlying play advantage.

The Senators own the 5v5 shot quality battle, carrying 56.0% expected goals to Boston's 47.0%. They press their territorial advantage with 53.0% Corsi, meaning they'll spend the night in Boston's zone. The Bruins countered with only 49.0% Corsi and 47.0% xG—a recipe for reactive hockey.

Boston's win expectancy leans on variance working their way. The Bruins are running a 1.023 PDO, which means their actual results are outpacing their underlying metrics. Regression lurks. Ottawa sits at 0.993 PDO, holding closer to luck-neutral, making them the model's cleaner read.

Three players set the tone for each side:

  • Viktor Arvidsson (BOS) generates 1.04 xG/60 with 18G 24A and a 13.0% shooting rate. He's in rhythm.
  • Brady Tkachuk (OTT) is Ottawa's engine at 1.19 xG/60, anchoring 11G 20A with a 7.5% rate. He's the leverage play in this matchup.
  • Tanner Jeannot (BOS) carries 0.75 xG/60 with 6G 14A and an 8.3% rate—depth scoring on volatility.
  • Dylan Cozens (OTT) chips in at 1.00 xG/60 with 13G 15A and a 9.5% rate, offering secondary punch.
  • Arvidsson has 2 high-danger goals; Tkachuk mirrors that with 2.
  • Jeannot and Cozens each sit at 2 and 1 high-danger goals respectively.

The tactical imbalance surfaces in Boston's offensive construction. The Bruins generate 0% of goals from high-danger looks and 0% from rebounds—a sign of one-and-done chances rather than sustained pressure. That efficiency gap (Arvidsson's 13.0% rate v. Tkachuk's 7.5%) matters when puck luck regresses; Boston will need conversion to hold water.

Defensively, Boston's weak link is Elias Lindholm. Ottawa's is Nick Jensen. Both teams register 0% high-danger and 0% rebound rates on the defensive side—meaning their leaks come from perimeter sequences, not scrambles.

The model's 59% lean makes sense: Ottawa owns play, holds luck closer to neutral, and edges Boston's depth scoring with Tkachuk's center gravity. Regression hits Boston's PDO; the Senators stay tethered to their underlying advantage. That's a durable edge in a 2.3–2.8 goal game.

What the model said beforehand

The model's lean

OTT 59%
59%
OTT
Model favorite
41%
59%
BOS50OTT

OTT by 18 points of win probability — a clear lean. Projected score BOS 2.3–2.8 OTT; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season rates · 5v5

Tale of the tape

NHL stats API · our xG
BOS← edge
edge →OTT
47.0%56.0%
49.0%53.0%
2.392.66
2.672.12
2.222.18
1.821.99
1.0230.993

OTT holds 4 of 6 process categories — and the luck row (1.023 vs 0.993) says BOS has been getting the bounces, which tends not to last.

Source · NHL stats API + our xG · 5v5
Form · Last 10
BOS
4-6-0
-3 GD · 2d rest
OTT
5-4-1
-2 GD · 2d rest
1.023
BOS PDO
Luck gauge · drifts to 1.000
0.993
OTT PDO
Luck gauge · drifts to 1.000
What decides it

Keys to the game

Where the edges live
  • The Senators own the underlying play — 56.0% 5v5 xG vs 47.0%.
  • The Senators drive Corsi at 53.0% — expect territorial tilt.
Regression watch
  • The Bruins' PDO is 1.023 — running hot, expect some regression.
Things to watch
  • The Senators own the underlying play — 56.0% 5v5 xG vs 47.0%.
  • The Senators drive Corsi at 53.0% — expect territorial tilt.
  • The Bruins' PDO is 1.023 — running hot, expect some regression.
Last game's lineup · confirmed at warm-up

Lineups

NHL box score
BOS
Expected in goal
J. Swayman
2 days rest.939 last start
Backup Jeremy Swayman · +28.8 GSAx this season

No completed game on file for this club yet.

OTT
Expected in goal
L. Ullmark
2 days rest.923 last start
Backup Linus Ullmark · -12.8 GSAx this season

No completed game on file for this club yet.

Lineups are the players who dressed in each club's last game, with their minutes; clubs confirm tonight's at warm-up. Every player this preview names was in that lineup.

Computed danger · scouting

Players to watch

NHL stats API · our xG
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
OTT
Brady Tkachuk11G 20A
1.19 xG/60 · 2 HD · 7.5% sh
Dylan Cozens13G 15A
1.00 xG/60 · 1 HD · 9.5% sh
Keep going

Where to next