Backcheck
Recap · OTT at DAL

Stars pull away from the Senators

The Stars won a genuine coin flip — neither side controlled the run of play.

By the ModelJul 11, 6:26 PMxG: xgboost-0.758Edited for clarity
Away
OTT
Ottawa Senators
1
Home
DAL
Dallas Stars
6
FINAL
Process vs result

The underlying story

3.43Expected goals3.24
52% share for the better side
16Shot attempts (SOG)26
8High-danger chances6
47Corsi (all attempts)36
Score-adjusted: 61% / 39%
Source · NHL play-by-play · XGBoost xG

Dallas's 6-1 victory masked a statistical puzzle: the Senators held the expected-goals edge, 3.43 to 3.24, yet left empty-handed. The Stars' margin came from variance, not dominance.

The damage split cleanly. Dallas overperformed its expected goals by 2.76; Ottawa underperformed by 2.43. Together, those five goals of variance created the gap. C. DeSmith stopped 2.43 goals above expected; L. Ullmark surrendered 2.76 more than expected.

Dallas's execution was clinical. They converted 50% of their high-danger chances (3 of 6) and were lethal off the rush—three goals on 19 attempts. The power play added two goals on nine shots. Meanwhile, Ottawa generated eight high-danger chances and seven rebound opportunities without converting either.

W. Johnston was the catalyst. His snap shot from the slot (15:41, third period) punctuated Dallas's efficiency; he finished with 3 goals and 1 assist in 17:56. J. Robertson added 1 goal and 2 assists in 18:20. M. Rantanen collected 3 assists in 17:41.

Dallas controlled 62% of shot attempts (26 to 16 on goal). The Senators created chances—high-danger looks, second-chance opportunities—and finished with one goal on a night when the numbers suggested a coin flip. That gap between underlying play and the scoreboard is what Dallas sold: precision, fortune, and a goaltender who remembered how to make saves.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
OTT1 / 8 · 1.87 xG
DAL3 / 6 · 1.77 xG
Medium dangermid-range
OTT0 / 11 · 1.21 xG
DAL3 / 12 · 1.27 xG
Low dangerperimeter & point
OTT0 / 28 · 0.35 xG
DAL0 / 18 · 0.20 xG

DAL went 3-for-12 from medium danger on 1.27 expected goals — 1.7 above expected.

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

Finishing vs expected

expectedactual
OTT
1 G · 3.43 xG · -2.4
DAL
6 G · 3.24 xG · +2.8
01234567
Goalies · GSAx (goals saved above expected)
L. UllmarkOTT
-2.8
C. DeSmithDAL
+2.4

OTT finished -2.4 against expected, DAL +2.8 — L. Ullmark (OTT) allowed 2.8 more goals than expected.

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

Shot diet

goalsshots
OTT
SNAP0/17
WRIST1/8
SLAP0/5
BACKHAND0/5
TIP IN0/1
WRAP AROUND0/0
OTHER0/11
DAL
SNAP4/18
WRIST1/3
SLAP0/2
BACKHAND0/0
TIP IN1/3
WRAP AROUND0/1
OTHER0/9
OTT
DAL
Off the rush
1 G on 21 · 2.09 xG
3 G on 19 · 2.30 xG
Off rebounds
0 G on 7 · 1.24 xG
1 G on 1 · 0.17 xG

Snap shots carried the volume: OTT went 0-for-17, DAL 4-for-18. DAL scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
W. Johnston
#53 · C · DAL
3 G · 1 A · 4 SOG · 17:56 TOI · +1
J. Robertson
#21 · L · DAL
1 G · 2 A · 2 SOG · 18:20 TOI · +2
M. Rantanen
#96 · R · DAL
0 G · 3 A · 3 SOG · 17:41 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • DAL had the shot volume but the chances weren't dangerous.
  • C. DeSmith (DAL) stopped 2.4 goals above expected.
  • L. Ullmark (OTT) gave up 2.8 goals more than expected — well below their workload.
  • DAL was clinical in the high-danger zone — 3/6 on HD chances (50%).
  • DAL was lethal off the rush — 3 goals on 19 rush chances.
  • OTT created 7 rebound opportunities (0 converted) — crashing the net effectively.
  • DAL outperformed their expected goals by 2.8 — elite finishing or lucky bounces.
  • OTT underperformed xG by 2.4 — wasted quality chances.
  • C. DeSmith (DAL) saved 2.4 goals above expected — stole the show.
  • DAL power play was dominant — 2 PPG on 9 PP shots (1.46 xG).
Before the game — the model's pre-game read
Preview · OTT at DAL · 6:00 PM ET

Senators at Stars: a genuine coin flip

By the ModelJul 11, 6:23 PMEdited for clarity
Win probability

The model's lean

52%
OTT
Model favorite
52%
48%
OTT50DAL

OTT by 4 points of win probability — effectively a coin flip. Projected score OTT 2.52.4 DAL; 19% chance it's tied after 60.

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

Tale of the tape

OTT← edge
edge →DAL
56.0%5v5 xG%51.0%
53.0%Corsi%47.0%
2.66xGF / 602.36
2.12xGA / 602.29
2.18Goals for / gm2.07
1.99Goals against / gm1.68
0.993PDO — luck, not skill1.024

OTT holds 5 of 6 process categories — and PDO (0.993 vs 1.024) says DAL has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects 2.5 goals for Ottawa, 2.4 for Dallas, with the Senators at 52% win probability. This genuinely is a pick'em.

The Senators have earned the edge in underlying play. They generate 56.0% of the 5v5 expected goals and control the Corsi at 53.0%—territorial domination that usually translates to better shot volume. Yet Dallas is right there in the win column, because the Stars' PDO of 1.024 is running unsustainably hot. Regression is coming; the question is when.

The goaltending setup adds noise. J. Oettinger handles Dallas's back-to-back, either starting tired or sitting entirely for a backup.

Brady Tkachuk is Ottawa's engine: 1.19 xG/60, 11 goals, 20 assists, 2 high-danger markers, and a 7.5% shooting rate that trails elite finishers. Dylan Cozens (1.00 xG/60, 13 goals, 15 assists, 1 high-danger goal, 9.5% shooting) adds teeth with crisp conversion. Jason Robertson leads Dallas at 0.96 xG/60 with 25 goals, 21 assists, and 2 high-danger scores—efficient finishing despite the modest volume metrics. Michael Bunting (0.83 xG/60, 8 goals, 14 assists, 7.6% shooting) provides secondary depth.

The matchup simplifies to this: Ottawa must contain Robertson's volume while fixing the Nick Jensen liability in its own end. Dallas mirrors the problem, managing Tkachuk's workload against the Tyler Myers defensive weak link. Both teams sit at 0% on high-danger and rebound-goal rates—analytically implausible at scale—suggesting both will regress upward as variance normalizes.

The model isn't hedging—it's calling a true toss-up. Slight edge to Ottawa's underlying numbers, slight edge to Dallas's current results. Which holds? That's the game.

Computed danger · scouting

Players to watch

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
DAL
Jason Robertson25G 21A
0.96 xG/60 · 2 HD · 12.4% sh
Michael Bunting8G 14A
0.83 xG/60 · 0 HD · 7.6% sh
Source · MoneyPuck skaters