Backcheck
Recap · CHI at TBL

Blackhawks hold off the Lightning

The Blackhawks stole one. They lost the expected-goals battle 3.12–3.94 and won anyway.

By the ModelJul 11, 12:46 PMxG: xgboost-0.758Edited for clarity
Away
CHI
Chicago Blackhawks
3
Home
TBL
Tampa Bay Lightning
2
FINAL
Process vs result

The underlying story

3.12Expected goals3.94
56% share for the better side
25Shot attempts (SOG)31
5High-danger chances7
48Corsi (all attempts)73
Score-adjusted: 38% / 62%
Source · NHL play-by-play · XGBoost xG

The Blackhawks won a heist. They beat Tampa Bay 3–2 while losing the expected-goal battle 3.94–3.12, a chasm that suggests S. Knight made the difference.

Chicago won despite getting outshot in quality: the Lightning owned 56% of xG at 5v5 and controlled 55% of shot attempts (31–25 on goal). That should add up to a Tampa Bay win. It didn't, because Knight stopped 1.94 goals above his expected save percentage—his 0.935 mark turned a probable loss into a victory.

The Lightning could not capitalize. On seven high-danger chances, they converted zero. On six rebound opportunities, they scored once. A. Vasilevskiy saved 22 of 25, but his 0.880 SV% left Tampa one goal short of what the underlying play deserved. The Lightning underperformed their xG by 1.9 goals—a rarity that punishes teams even when they dominate.

Chicago didn't dominate, but they converted. Two rush-play goals on 27 chances proved decisive. The turning point arrived when Ryan Donato fired from the high slot late in the second period, the moment this game's odds swung toward Chicago. That's what elite goaltending does: steals games that the scoreboard said should go the other way.

The story isn't that Chicago deserved to win. It's that despite losing the underlying battle—the shots, the chances, the possession of danger—they found the net and walked out with two points. That's what a 0.935 save percentage buys: not artistry, not excellence, but the margins where games are stolen.


Data: NHL API, MoneyPuck xG model

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
CHI0 / 5 · 1.19 xG
TBL0 / 7 · 1.59 xG
Medium dangermid-range
CHI2 / 9 · 1.08 xG
TBL2 / 15 · 1.54 xG
Low dangerperimeter & point
CHI1 / 34 · 0.85 xG
TBL0 / 51 · 0.81 xG

TBL went 0-for-7 from high danger on 1.59 expected goals — 1.6 left on the table.

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

Finishing vs expected

expectedactual
CHI
3 G · 3.12 xG · -0.1
TBL
2 G · 3.94 xG · -1.9
012345
Goalies · GSAx (goals saved above expected)
S. KnightCHI
+1.9
A. VasilevskiyTBL
+0.1

CHI finished -0.1 against expected, TBL -1.9 — S. Knight (CHI) saved 1.9 goals above expected.

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

Shot diet

goalsshots
CHI
WRIST1/24
SNAP2/4
SLAP0/6
TIP IN0/5
BACKHAND0/2
WRAP AROUND0/0
DEFLECTED0/0
OTHER0/7
TBL
WRIST0/24
SNAP1/14
SLAP0/8
TIP IN1/3
BACKHAND0/3
WRAP AROUND0/1
DEFLECTED0/1
OTHER0/19
CHI
TBL
Off the rush
2 G on 27 · 2.01 xG
1 G on 30 · 2.33 xG
Off rebounds
1 G on 3 · 0.42 xG
1 G on 6 · 1.10 xG

Wrist shots carried the volume: CHI went 1-for-24, TBL 0-for-24. CHI scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
R. McDonagh
#27 · D · TBL
1 G · 1 A · 2 SOG · 23:10 TOI · +1
N. Kucherov
#86 · R · TBL
0 G · 2 A · 3 SOG · 22:44 TOI
F. Nazar
#91 · C · CHI
1 G · 1 A · 4 SOG · 21:33 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • CHI stole this one. TBL owned 56% of the xG and lost.
  • S. Knight (CHI) stopped 1.9 goals above expected.
  • TBL couldn't convert — 0/7 on high-danger chances. That won't happen often.
  • CHI couldn't convert — 0/5 on high-danger chances. That won't happen often.
  • CHI was lethal off the rush — 2 goals on 27 rush chances.
  • TBL created 6 rebound opportunities (1 converted) — crashing the net effectively.
  • CHI created 3 rebound opportunities (1 converted) — crashing the net effectively.
  • TBL underperformed xG by 1.9 — wasted quality chances.
  • S. Knight (CHI) saved 1.9 goals above expected — stole the show.
  • S. Knight was a wall on HD chances — 100% SV on 7 high-danger shots.
Before the game — the model's pre-game read
Preview · CHI at TBL · 6:45 PM ET

The Lightning should handle the Blackhawks — with PDO regression in play

By the ModelJul 11, 1:37 PMEdited for clarity
Win probability

The model's lean

62%
TBL
Model favorite
38%
62%
CHI50TBL

TBL by 24 points of win probability — a clear lean. Projected score CHI 2.23.0 TBL; 17% chance it's tied after 60.

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

Tale of the tape

CHI← edge
edge →TBL
42.0%5v5 xG%54.0%
46.0%Corsi%53.0%
2.17xGF / 602.67
2.94xGA / 602.28
1.84Goals for / gm2.38
2.41Goals against / gm1.85
0.996PDO — luck, not skill1.019

TBL holds 6 of 6 process categories — and PDO (0.996 vs 1.019) says TBL has run hotter.

Source · MoneyPuck season tables · 5v5

Tampa Bay enters this matchup as heavy favorites. The model projects a 2.2 to 3.0 goal margin favoring the Lightning, who sit at a 62% win probability. That's a substantial edge, and the underlying numbers explain why: the Lightning dominate at 5v5, controlling 54.0% of expected goals while Chicago musters just 42.0%. Territorial advantage runs deeper—Tampa's Corsi rate of 53.0% to Chicago's 46.0% suggests the Blackhawks will spend the evening defending their zone.

One caveat tempers the confidence. The Lightning are running a 1.019 PDO, which means they're converting at rates that don't sustain. A recent stretch underscores the fragility: they're at negative-five goal differential over their last ten games. PDO regression should clip their scoring line over time. Chicago's 0.996 sits closer to equilibrium, meaning luck flows both directions equally, but the Blackhawks' underlying play can't compensate for the skill gap.

Tampa leans on Brandon Hagel and Anthony Cirelli to drive their advantage. Hagel's 1.10 expected goals per 60 minutes ranks among the league's lethal weapons, backed by 23 goals and 26 assists. Cirelli operates at 0.95 xG/60 with 15 goals and 18 assists, providing secondary scoring punch. The pairing generates relentless pressure.

Chicago counters with Tyler Bertuzzi and Connor Bedard, though neither carries the offensive charge needed to flip the script. Bertuzzi's 0.85 xG/60 accompanies 20 goals and 15 assists—solid in isolation but insufficient against Tampa's top-tier volume. Bedard operates at 0.82 xG/60, generating 17 goals and 27 assists. His 11.8% shooting rate suggests cold luck that regression should normalize, though that doesn't reverse the structural mismatch in this game.

Tampa's territorial stranglehold and superior underlying numbers make them the logical play. The Lightning should command the pace and restrict Chicago's opportunities. Betting on the Lightning assumes their PDO excess won't crater in this specific game—a reasonable short-term assumption, even if the broader trend points toward correction. The model aligns: at 62% win probability and a projected 2.2-goal advantage, the favorite should prevail.

Computed danger · scouting

Players to watch

CHI
Tyler Bertuzzi20G 15A
0.85 xG/60 · 7 HD · 18.0% sh
Connor Bedard17G 27A
0.82 xG/60 · 5 HD · 11.8% sh
TBL
Brandon Hagel23G 26A
1.10 xG/60 · 2 HD · 15.8% sh
Anthony Cirelli15G 18A
0.95 xG/60 · 5 HD · 17.0% sh
Source · MoneyPuck skaters