Backcheck
Recap · MTL at WSH

Capitals run the Canadiens off the ice on the underlying numbers

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

By the ModelJul 12, 12:35 AMxG: xgboost-0.758Edited for clarity
Away
MTL
Montreal Canadiens
2
Home
WSH
Washington Capitals
3
FINAL / OT
Process vs result

The underlying story

2.66Expected goals6.16
70% share for the better side
25Shot attempts (SOG)42
2High-danger chances11
52Corsi (all attempts)76
Score-adjusted: 37% / 63%
Source · NHL play-by-play · XGBoost xG

Washington won 3-2 in overtime, but controlled the game so thoroughly that the margin should have been much wider. The Capitals generated 70% of 5v5 expected goals (6.16–2.66) and 63% of shot attempts, yet nearly failed to win because they underperformed their chances by 3.16 goals while Montembeault played excellently for Montreal.

The gap in game quality was stark. Washington averaged 0.081 expected goals per shot; Montreal managed 0.051. The Capitals also dominated high-danger chances 11–2 and created twice as many rebound opportunities (7–3). Off the rush, both teams scored 2 goals, but Washington needed 33 chances to find theirs, while Montreal converted 2 on just 22 attempts.

Montembeault's night was the story the scoresheet doesn't capture. He finished with 39 saves on 42 shots (0.929 SV%) and stopped 3.16 goals above expected—an exceptional performance that kept Montreal improbably competitive. L. Thompson for Washington was solid (23/25, +0.66), but strong goaltending couldn't offset his team's inefficiency with their volume.

Montreal scored twice from low-danger locations, the kind of spots an opposing goalie should stop. Washington responded with the overtime winner when Connor McMichael finished from the doorstep at 04:21 of overtime.

The Capitals' execution lacuna is notable: they had the game under control and still needed overtime. Better shot selection and more efficient finishing, and they end this in regulation with a commanding win. Washington's offensive inconsistency against one of the league's weaker teams offered Montreal a narrow escape.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
MTL0 / 2 · 0.50 xG
WSH1 / 11 · 2.87 xG
Medium dangermid-range
MTL0 / 13 · 1.63 xG
WSH1 / 25 · 2.80 xG
Low dangerperimeter & point
MTL2 / 37 · 0.53 xG
WSH1 / 40 · 0.49 xG

WSH went 1-for-11 from high danger on 2.87 expected goals — 1.9 left on the table.

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

Finishing vs expected

expectedactual
MTL
2 G · 2.66 xG · -0.7
WSH
3 G · 6.16 xG · -3.2
01234567
Goalies · GSAx (goals saved above expected)
S. MontembeaultMTL
+3.2
L. ThompsonWSH
+0.7

MTL finished -0.7 against expected, WSH -3.2 — S. Montembeault (MTL) saved 3.2 goals above expected.

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

Shot diet

goalsshots
MTL
SNAP1/14
SLAP0/10
TIP IN0/3
WRIST1/4
BACKHAND0/3
WRAP AROUND0/1
DEFLECTED0/0
BAT0/0
OTHER0/17
WSH
SNAP0/22
SLAP0/11
TIP IN1/8
WRIST1/6
BACKHAND0/3
WRAP AROUND0/1
DEFLECTED1/2
BAT0/1
OTHER0/22
MTL
WSH
Off the rush
2 G on 22 · 1.94 xG
2 G on 33 · 3.97 xG
Off rebounds
0 G on 3 · 0.45 xG
1 G on 7 · 1.49 xG

Snap shots carried the volume: MTL went 1-for-14, WSH 0-for-22. MTL scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
R. Sandin
#38 · D · WSH
0 G · 3 A · 3 SOG · 24:36 TOI · +2
E. Frank
#53 · R · WSH
2 G · 0 A · 6 SOG · 18:06 TOI · +1
M. Roy
#3 · D · WSH
0 G · 1 A · 2 SOG · 23:53 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • S. Montembeault (MTL) stopped 3.2 goals above expected.
  • WSH generated far more dangerous chances — 0.081 xG/shot vs 0.051. Quality over quantity.
  • MTL scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • WSH was lethal off the rush — 2 goals on 33 rush chances.
  • MTL was lethal off the rush — 2 goals on 22 rush chances.
  • WSH created 7 rebound opportunities (1 converted) — crashing the net effectively.
  • MTL created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • WSH underperformed xG by 3.2 — wasted quality chances.
  • S. Montembeault (MTL) saved 3.2 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · MTL at WSH · 7:00 PM ET

Canadiens at Capitals: a genuine coin flip

By the ModelJul 12, 12:32 AMEdited for clarity
Win probability

The model's lean

54%
WSH
Model favorite
46%
54%
MTL50WSH

WSH by 8 points of win probability — a modest lean. Projected score MTL 2.52.8 WSH; 18% chance it's tied after 60.

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

Tale of the tape

MTL← edge
edge →WSH
48.0%5v5 xG%50.0%
49.0%Corsi%49.0%
2.41xGF / 602.62
2.62xGA / 602.62
2.24Goals for / gm2.18
1.96Goals against / gm1.79
1.018PDO — luck, not skill1.018

WSH holds 4 of 6 process categories — and PDO (1.018 vs 1.018) says WSH has run hotter.

Source · MoneyPuck season tables · 5v5

The model cannot split hairs. The Capitals own a microscopic edge—54% win probability—but this matchup projects to Montreal 2.5–2.8 Washington, which is as close to a coin flip as NHL modeling gets.

Montreal arrives warmer. Their 6-2-2 record in the last ten games masks a deeper problem: they're underperforming their underlying game (48.0% xG%, 49.0% Corsi%) yet staying competitive anyway. The reason is execution. Both teams sit at a 1.018 PDO—outscoring their process by identical margins. That symmetry is unusual and unstable; regression will hit both teams, likely soon.

Washington's play is fractionally cleaner. They're generating better chances (50.0% xG%) while matching Montreal's possession (49.0% Corsi%), but the gap vanishes when you adjust for both teams running hot. The model's 54% lean toward Washington reflects that slight underlying advantage, nothing more.

Goaltending adds uncertainty. C. Lindgren is on a back-to-back, which means either a backup start or a tired starter. Either scenario favors Washington's pace.

The forward matchup reveals Montreal's offense is concentrated. Cole Caufield (33 goals, 0.97 xG/60, 20.0% shooting) is the engine—he's generating volume and converting at elite rates. Oliver Kapanen (19 goals, 0.83 xG/60) operates at lower volume with inconsistency; his 17.8% shooting rate on marginal chances suggests some luck involved. Washington counters with Alex Ovechkin (0.97 xG/60, 19 goals, 13.8% shooting), matching Caufield's shot quality on lower volume, which means there's ceiling growth ahead. Anthony Beauvillier (0.89 xG/60, 14 goals, 10.4% shooting) adds depth.

The defensive equation tilts the opposite way. Mike Matheson is Montreal's obvious liability; Declan Chisholm fills that role for Washington. If Montreal sustains possession, they shrink Ovechkin's time creating. If Washington controls tempo, Chisholm becomes a leak.

The verdict remains: this is marginally Washington's game, justified by cleaner underlying numbers. Montreal's recent form and Caufield's elite finishing make them live underdogs. The 54% projection captures the near-perfect balance—edge to Washington, but not by much.

Computed danger · scouting

Players to watch

MTL
Cole Caufield33G 16A
0.97 xG/60 · 1 HD · 20.0% sh
Oliver Kapanen19G 12A
0.83 xG/60 · 4 HD · 17.8% sh
WSH
Alex Ovechkin19G 17A
0.97 xG/60 · 2 HD · 13.8% sh
Anthony Beauvillier14G 9A
0.89 xG/60 · 2 HD · 10.4% sh
Source · MoneyPuck skaters