Backcheck
Recap · EDM at OTT

Oilers edge the Senators in overtime

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

By the ModelJul 11, 12:31 PMxG: xgboost-0.758Edited for clarity
Away
EDM
Edmonton Oilers
3
Home
OTT
Ottawa Senators
2
FINAL / OT
Process vs result

The underlying story

2.63Expected goals1.90
58% share for the better side
25Shot attempts (SOG)21
2High-danger chances2
44Corsi (all attempts)48
Score-adjusted: 45% / 55%
Source · NHL play-by-play · XGBoost xG

The Oilers won 3-2, but the underlying play was far more decisive: they controlled 58% of expected goals (2.63–1.90) and generated significantly higher-quality chances at 0.060 xG per shot, compared to Ottawa's 0.040.

The Senators pressed for recovery chances, creating three rebound opportunities without converting. Edmonton's power play was the game's most dominant facet: two goals on seven power-play shots, generating 0.73 xG.

High-danger chances finished 2-2, an even split that masked the xG differential beneath. Skinner (19 of 21 saves, 0.905 SV%) was notably more efficient than Ullmark (22 of 25, 0.880 SV%), the kind of marginal edge that carries weight in close games.

Jake Walman's slap shot from the top of the circles at 2:24 of overtime delivered the result — a moment where Edmonton's underlying superiority finally crystallized.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
EDM1 / 2 · 0.42 xG
OTT0 / 2 · 0.42 xG
Medium dangermid-range
EDM2 / 16 · 1.78 xG
OTT1 / 10 · 1.02 xG
Low dangerperimeter & point
EDM0 / 26 · 0.43 xG
OTT1 / 36 · 0.46 xG

EDM went 1-for-2 from high danger on 0.42 expected goals — 0.6 above expected.

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

Finishing vs expected

expectedactual
EDM
3 G · 2.63 xG · +0.4
OTT
2 G · 1.90 xG · +0.1
01234
Goalies · GSAx (goals saved above expected)
S. SkinnerEDM
-0.1
L. UllmarkOTT
-0.4

EDM finished +0.4 against expected, OTT +0.1 — L. Ullmark (OTT) allowed 0.4 more goals than expected.

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

Shot diet

goalsshots
EDM
WRIST1/16
SNAP1/5
SLAP1/5
BACKHAND0/5
TIP IN0/3
OTHER0/10
OTT
WRIST1/21
SNAP0/3
SLAP1/3
BACKHAND0/2
TIP IN0/2
OTHER0/17
EDM
OTT
Off the rush
1 G on 21 · 1.69 xG
1 G on 20 · 1.36 xG
Off rebounds
0 G on 1 · 0.17 xG
0 G on 3 · 0.39 xG

Wrist shots carried the volume: EDM went 1-for-16, OTT 1-for-21.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
T. Chabot
#72 · D · OTT
1 G · 0 A · 2 SOG · 25:22 TOI · +1
C. McDavid
#97 · C · EDM
1 G · 0 A · 3 SOG · 24:09 TOI · +1
E. Bouchard
#2 · D · EDM
0 G · 1 A · 4 SOG · 23:13 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • EDM had the higher quality looks — 0.060 xG/shot vs 0.040.
  • OTT created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • EDM power play was dominant — 2 PPG on 7 PP shots (0.73 xG).
Before the game — the model's pre-game read
Preview · EDM at OTT · 7:00 PM ET

The Senators are the model's lean over the Oilers — with PDO regression in play

By the ModelJul 11, 12:30 PMEdited for clarity
Win probability

The model's lean

55%
OTT
Model favorite
45%
55%
EDM50OTT

OTT by 10 points of win probability — a modest lean. Projected score EDM 2.42.7 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

EDM← edge
edge →OTT
52.0%5v5 xG%56.0%
50.0%Corsi%53.0%
2.64xGF / 602.66
2.47xGA / 602.12
2.13Goals for / gm2.18
2.29Goals against / gm1.99
0.982PDO — luck, not skill0.993

OTT holds 6 of 6 process categories — and PDO (0.982 vs 0.993) says OTT has run hotter.

Source · MoneyPuck season tables · 5v5

The model favors Ottawa in this matchup. It projects a 2.4-2.7 goal range and gives the Senators 56% win probability—a margin that reflects Edmonton's precarious position. The Oilers are running on fumes; their PDO of 0.982 is well below neutral, and regression is due.

The underlying play validates the model's read. Ottawa owns 56.0% expected goals at 5v5 to Edmonton's 52.0%, a meaningful gap that compounds over 60 minutes. The Senators also lead in Corsi at 53.0%, meaning they'll control territory and dictate pace. Edmonton's 50.0% Corsi tells the story of a team being outworked.

Form concerns cut both ways. The Senators have struggled recently—they're minus-17 in goal differential over their last 10 games—but that's a noise metric. The model isn't fooled by short-term results; it sees the mechanics underneath. Edmonton's problem is worse: a shooting percentage that's dried up creates the illusion of a cold streak. PDO regression isn't a guarantee, but it's the surest thing in hockey. The Oilers will regress toward league average.

Where does Edmonton find a path? Connor McDavid remains the highest-leverage player on either roster. He's posting 0.92 expected goals per 60 at 5v5 with a 13.7% shooting rate, and his 33 assists anchor the offense. But McDavid alone cannot overcome structural disadvantage. Zach Hyman (1.23 xG/60, 14 goals, 13 assists) carries more shot volume than his competition, yet he too is operating in an Oilers system that's being outchanced.

Brady Tkachuk is Ottawa's answer in shot quality and volume—1.19 xG/60 is elite—and he's already 11 goals deep. Dylan Cozens (1.00 xG/60, 13 goals) provides secondary threat weight. Both skew toward a Senators team generating the better opportunities.

The trap for the model is tactical: Edmonton might neutralize Tkachuk or exploit a defensive gap (Nick Jensen is a known weak link for Ottawa). Edmonton's own weakness on the back end—Jake Walman—presents a counter-risk. Neither team is generating high-danger goals at an exceptional clip, which means execution becomes more volatile than underlying metrics suggest.

Still, the model has it right. Ottawa's shot generation and territorial control form a floor, and Edmonton's PDO regression forms a ceiling. The Senators should win this one more often than not.

Computed danger · scouting

Players to watch

EDM
Zach Hyman14G 13A
1.23 xG/60 · 1 HD · 13.0% sh
Connor McDavid25G 33A
0.92 xG/60 · 5 HD · 13.7% 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