Backcheck
Recap · CBJ at CHI

Blue Jackets hold off the Blackhawks

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

By the ModelJul 12, 3:21 AMxG: xgboost-0.758Edited for clarity
Away
CBJ
Columbus Blue Jackets
4
Home
CHI
Chicago Blackhawks
2
FINAL
Process vs result

The underlying story

4.19Expected goals2.84
60% share for the better side
26Shot attempts (SOG)24
7High-danger chances7
58Corsi (all attempts)53
Score-adjusted: 50% / 51%
Source · NHL play-by-play · XGBoost xG

The Blue Jackets beat the Blackhawks 4–2 and the underlying numbers backed it up. They controlled 60% of 5v5 expected goals (4.19–2.84) with superior shot quality: 0.072 expected goals per shot versus Chicago's 0.054.

High-danger chances were tied 7–7, the only metric that disagreed with the scoreboard. The efficiency gap—better looks at comparable volume—tilted the result decisively. Chicago's goaltender S. Knight stopped 1.19 goals above expected, a strong performance undermined by structure: the Blackhawks held 48% of shot attempts (24–26) and underperformed their xG by 0.84 goals. E. Merzlikins posted 22 saves at 0.917 SV%, plus 0.84 goals above expected, erasing variance.

CBJ's advantage crystallized through rush dominance. Three goals on 26 rush chances proved lethal; Chicago created three rebound opportunities and converted one, Columbus six and one. Charlie Coyle's wrist shot from the slot (P3, 18:57) exemplified that control—three goals, one assist in 19:37. Z. Werenski added two assists across 27:38.

C. Bedard (1G, 1A in 22:54) supplied Chicago's lone counterpunch.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
CBJ1 / 7 · 2.30 xG
CHI1 / 7 · 1.61 xG
Medium dangermid-range
CBJ3 / 12 · 1.35 xG
CHI1 / 4 · 0.55 xG
Low dangerperimeter & point
CBJ0 / 39 · 0.54 xG
CHI0 / 42 · 0.67 xG

CBJ went 3-for-12 from medium danger on 1.35 expected goals — 1.6 above expected.

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

Finishing vs expected

expectedactual
CBJ
4 G · 4.19 xG · -0.2
CHI
2 G · 2.84 xG · -0.8
012345
Goalies · GSAx (goals saved above expected)
E. MerzlikinsCBJ
+0.8
S. KnightCHI
+1.2

CBJ finished -0.2 against expected, CHI -0.8 — S. Knight (CHI) saved 1.2 goals above expected.

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

Shot diet

goalsshots
CBJ
WRIST3/32
SLAP0/1
BACKHAND0/2
SNAP1/4
TIP IN0/3
BAT0/1
DEFLECTED0/0
OTHER0/15
CHI
WRIST2/28
SLAP0/7
BACKHAND0/4
SNAP0/0
TIP IN0/0
BAT0/0
DEFLECTED0/1
OTHER0/13
CBJ
CHI
Off the rush
3 G on 26 · 3.08 xG
1 G on 19 · 1.33 xG
Off rebounds
1 G on 6 · 0.90 xG
1 G on 3 · 0.59 xG

Wrist shots carried the volume: CBJ went 3-for-32, CHI 2-for-28. CBJ scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
C. Coyle
#3 · C · CBJ
3 G · 1 A · 6 SOG · 19:37 TOI · +3
Z. Werenski
#8 · D · CBJ
0 G · 2 A · 3 SOG · 27:38 TOI · +2
C. Bedard
#98 · C · CHI
1 G · 1 A · 1 SOG · 22:54 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • S. Knight (CHI) stopped 1.2 goals above expected.
  • CBJ had the higher quality looks — 0.072 xG/shot vs 0.054.
  • CBJ was lethal off the rush — 3 goals on 26 rush chances.
  • CHI created 3 rebound opportunities (1 converted) — crashing the net effectively.
  • CBJ created 6 rebound opportunities (1 converted) — crashing the net effectively.
Before the game — the model's pre-game read
Preview · CBJ at CHI · 8:30 PM ET

The Blue Jackets are the model's lean over the Blackhawks on the underlying numbers

By the ModelJul 12, 3:19 AMEdited for clarity
Win probability

The model's lean

56%
CBJ
Model favorite
56%
44%
CBJ50CHI

CBJ by 12 points of win probability — a modest lean. Projected score CBJ 2.82.4 CHI; 18% chance it's tied after 60.

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

Tale of the tape

CBJ← edge
edge →CHI
52.0%5v5 xG%42.0%
51.0%Corsi%46.0%
2.63xGF / 602.17
2.43xGA / 602.94
2.12Goals for / gm1.84
1.98Goals against / gm2.41
1.003PDO — luck, not skill0.996

CBJ holds 6 of 6 process categories — and PDO (1.003 vs 0.996) says CBJ has run hotter.

Source · MoneyPuck season tables · 5v5

The model favors Columbus at 56% win probability in a projected 2.8-2.4 Blue Jackets victory. The edge isn't about depth or sheer talent—it's territorial dominance.

Columbus owns the underlying play. The Blue Jackets post 52.0% expected goals at 5v5 versus Chicago's 42.0% and own shot attempts at 51.0% Corsi to the Blackhawks' 46.0%. The 10-point xG spread is the operative edge. Expect Columbus to spend the night inside Chicago's blue line.

Recent form reinforces the model's lean. The Blue Jackets are 7-3-0 over their last 10 games, while Chicago has hemorrhaged goals, sitting at -12 differential in the same stretch. Neither team shows luck issues—PDO registers 1.003 for Columbus and 0.996 for Chicago—so the underlying margin is real, not a fluctuation waiting to reverse.

The matchup centers on four high-volume creators. For Columbus, Boone Jenner generates 0.98 expected goals per 60 minutes with 11 goals and 21 assists; his 9.6% shooting rate leaves room for upward regression. Mathieu Olivier supplies secondary punch at 0.89 xG/60 with 12 goals and a 13.3% shooting percentage that won't sustain. Chicago counters with Tyler Bertuzzi at 0.85 xG/60, 20 goals, and 15 assists, though his 18.0% conversion rate is an outlier. Connor Bedard adds 0.82 xG/60, 17 goals, and 27 assists.

Neither team generates chaos at the net. Both sit at 0% high-danger goal rate and 0% rebound goal rate—this is positional, perimeter hockey, not a scrape. Columbus's defensive weak link is Conor Garland; Chicago's is Anton Frondell.

The variable: E. Merzlikins faces a back-to-back, which could influence Chicago's game plan with a tired starter or an unexpected backup.

Columbus doesn't own a dominant player edge or special-teams advantage. It's pure possession and pressure. The Blue Jackets will control play; Chicago must steal or capitalize on breakdowns.

Computed danger · scouting

Players to watch

CBJ
Boone Jenner11G 21A
0.98 xG/60 · 2 HD · 9.6% sh
Mathieu Olivier12G 9A
0.89 xG/60 · 1 HD · 13.3% sh
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
Source · MoneyPuck skaters