Backcheck
Recap · VAN at OTT

Senators hold off the Canucks

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

By the ModelJul 12, 12:34 AMxG: xgboost-0.758Edited for clarity
Away
VAN
Vancouver Canucks
1
Home
OTT
Ottawa Senators
2
FINAL
Process vs result

The underlying story

3.34Expected goals4.31
56% share for the better side
20Shot attempts (SOG)40
7High-danger chances6
55Corsi (all attempts)75
Score-adjusted: 47% / 53%
Source · NHL play-by-play · XGBoost xG

Ottawa dominated in shot volume and expected goal quality but only narrowly won because both teams catastrophically underperformed their xG. The Senators held 67% of shot attempts (40-20) and 56% of expected goals (4.31-3.34), yet they scored just 2 goals against only 1 for Vancouver — a narrow margin that defies the underlying gulf.

The culprit was accuracy. Ottawa finished 0-for-6 on high-danger opportunities and wasted 2.31 goals' worth of chances. Vancouver went 0-for-7 and wasted 2.34 goals' worth. Both teams crashed the net effectively — generating 3 and 8 rebound opportunities respectively — but converted neither. That won't happen often.

K. Lankinen (VAN) saved 38 of 40 shots (0.950 SV%) at +2.31 above expectation. L. Meriläinen (OTT) saved 19 of 20 (0.950 SV%) at +2.34 above expectation. Lankinen faced twice the volume and still held Vancouver within one.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
VAN0 / 7 · 1.54 xG
OTT0 / 6 · 1.35 xG
Medium dangermid-range
VAN1 / 13 · 1.33 xG
OTT1 / 17 · 2.06 xG
Low dangerperimeter & point
VAN0 / 35 · 0.47 xG
OTT1 / 52 · 0.90 xG

VAN went 0-for-7 from high danger on 1.54 expected goals — 1.5 left on the table.

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

Finishing vs expected

expectedactual
VAN
1 G · 3.34 xG · -2.3
OTT
2 G · 4.31 xG · -2.3
012345
Goalies · GSAx (goals saved above expected)
K. LankinenVAN
+2.3
L. MeriläinenOTT
+2.3

VAN finished -2.3 against expected, OTT -2.3 — L. Meriläinen (OTT) saved 2.3 goals above expected.

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

Shot diet

goalsshots
VAN
WRIST0/17
SNAP1/8
TIP IN0/1
SLAP0/4
BACKHAND0/3
POKE0/2
WRAP AROUND0/1
DEFLECTED0/0
OTHER0/19
OTT
WRIST2/28
SNAP0/4
TIP IN0/11
SLAP0/5
BACKHAND0/5
POKE0/0
WRAP AROUND0/1
DEFLECTED0/1
OTHER0/20
VAN
OTT
Off the rush
1 G on 22 · 2.04 xG
1 G on 37 · 3.13 xG
Off rebounds
0 G on 8 · 1.19 xG
0 G on 3 · 0.40 xG

Wrist shots carried the volume: VAN went 0-for-17, OTT 2-for-28.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
A. Zub
#2 · D · OTT
1 G · 0 A · 2 SOG · 22:22 TOI · +1
T. Stützle
#18 · C · OTT
0 G · 1 A · 6 SOG · 17:47 TOI · +1
S. Pinto
#12 · C · OTT
0 G · 1 A · 3 SOG · 16:45 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • OTT had the shot volume but the chances weren't dangerous.
  • K. Lankinen (VAN) stopped 2.3 goals above expected.
  • OTT couldn't convert — 0/6 on high-danger chances. That won't happen often.
  • VAN couldn't convert — 0/7 on high-danger chances. That won't happen often.
  • OTT created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • VAN created 8 rebound opportunities (0 converted) — crashing the net effectively.
  • OTT underperformed xG by 2.3 — wasted quality chances.
  • VAN underperformed xG by 2.3 — wasted quality chances.
  • K. Lankinen (VAN) saved 2.3 goals above expected — stole the show.
  • K. Lankinen was a wall on HD chances — 100% SV on 6 high-danger shots.
Before the game — the model's pre-game read
Preview · VAN at OTT · 7:00 PM ET

The Senators should handle the Canucks — with PDO regression in play

By the ModelJul 12, 12:30 AMEdited for clarity
Win probability

The model's lean

62%
OTT
Model favorite
38%
62%
VAN50OTT

OTT by 24 points of win probability — a clear lean. Projected score VAN 2.22.9 OTT; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season profile · edge from the spine

Tale of the tape

VAN← edge
edge →OTT
44.0%5v5 xG%56.0%
46.0%Corsi%53.0%
2.22xGF / 602.66
2.81xGA / 602.12
1.60Goals for / gm2.18
2.56Goals against / gm1.99
0.974PDO — luck, not skill0.993

OTT holds 6 of 6 process categories — and PDO (0.974 vs 0.993) says OTT has run hotter.

Source · MoneyPuck season tables · 5v5

The model favors Ottawa at 62% win probability, projecting a 2.2–2.9 final. The Senators own every underlying metric and play a territorial game Vancouver can't match. The one thing keeping this from a comfortable route is PDO—but not theirs.

Ottawa's 56.0% 5v5 xG advantage over Vancouver's 44.0% reflects complete dominance in shot quality. The Corsi tilts the same way: 53.0% for the Senators, 46.0% for the Canucks. That's not variance. That's one team outmaneuvering the other at even strength. Brady Tkachuk has been the fulcrum, generating 1.19 xG per 60 while piling up 11 goals and 20 assists. Dylan Cozens adds 1.00 xG/60 to the mix—a balanced, deep attack that doesn't rely on one hot stick.

Vancouver arrives offline on both fronts. The Canucks sit -20 in goal differential over their last 10 games, and their season 0.974 PDO screams cold-running. Filip Chytil (1.03 xG/60, 3 goals, 15.0% shooting) and Drew O'Connor (0.85 xG/60, 13 goals, 11.8% shooting) are generating chances, but the puck isn't going in the way it should. That discrepancy is the only reason this game feels close in model space.

Ottawa isn't without slack. The Senators are -10 over their last 10 as well—not a collapse, but unmistakably below their talent level. Both teams carry season PDO readings (VAN 0.974, OTT 0.993) that predict mean reversion. The difference is Ottawa's reversion would only reinforce what the underlying play already suggests: a dominant position. Vancouver's would offer sudden hope where none exists structurally.

The tactical edges matter at the margins. Tkachuk will chase neutralization attempts, but at 1.19 xG/60 and 2 hard-drive goals, he's operating in a different tier than Chytil's 3 marks. Cozens (9.5% shooting) and O'Connor (11.8%) both have some luck baked into their recent production, but only O'Connor needs luck to be dangerous; Cozens is doing damage at the rim anyway. Victor Mancini's weakness on Vancouver's blue line and Nick Jensen's on Ottawa's don't alter the territorial balance when the Senators are this dominant in puck possession.

The Canucks' 0% hard-drive and rebound conversion rates hint at a team missing the interior grip that builds volume. Ottawa owns volume. That's the game. PDO regression might narrow Vancouver's margin of defeat, but it won't narrow the gap in underlying play.

Computed danger · scouting

Players to watch

VAN
Filip Chytil3G 0A
1.03 xG/60 · 1 HD · 15.0% sh
Drew O'Connor13G 11A
0.85 xG/60 · 3 HD · 11.8% 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
Source · MoneyPuck skaters