Backcheck
Recap · EDM at CHI

C. Ingram stands tall as the Oilers edge the Blackhawks

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

By the ModelJul 12, 12:30 AMxG: xgboost-0.758Edited for clarity
Away
EDM
Edmonton Oilers
4
Home
CHI
Chicago Blackhawks
1
FINAL
Process vs result

The underlying story

5.44Expected goals3.93
58% share for the better side
37Shot attempts (SOG)30
10High-danger chances6
63Corsi (all attempts)63
Score-adjusted: 44% / 56%
Source · NHL play-by-play · XGBoost xG

C. Ingram (EDM) stole the show: a 0.967 save percentage and 2.93 goals saved above expected. The Oilers won 4-1, but that scoreline masks what nearly happened. The Blackhawks generated 3.93 expected goals while converting just one—leaving 2.93 goals unrealized.

The Oilers controlled 5v5 play at 58% expected goals (5.44 to 3.93). Their 37-30 shot-attempt advantage was substantial, but the gap that mattered was quality: 0.086 xG per shot versus Chicago's 0.062. That differential compounds across a full game.

The Blackhawks generated genuine chances. They had six high-danger opportunities (combined 16 between the teams), but couldn't finish: 0-for-6 on those looks. That conversion rate won't happen often. S. Knight (CHI) played well with a 0.917 save percentage—2.44 goals better than expected—but faced lower-quality volume overall.

Leon Draisaitl's wrist shot from the doorstep (P3, 19:15) proved the turning point. The Oilers spread scoring across the lineup: E. Bouchard (2G, 1A in 24:31), Z. Hyman (1G, 1A in 19:28), and C. McDavid (2A in 21:18). The Blackhawks created four rebound opportunities and converted one; the Oilers created four and converted zero. None of it mattered once Ingram locked in—100% save percentage on six high-danger shots. That performance sealed the gap.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
EDM1 / 10 · 2.54 xG
CHI0 / 6 · 1.42 xG
Medium dangermid-range
EDM3 / 19 · 2.13 xG
CHI1 / 18 · 1.85 xG
Low dangerperimeter & point
EDM0 / 34 · 0.77 xG
CHI0 / 39 · 0.66 xG

EDM went 1-for-10 from high danger on 2.54 expected goals — 1.5 left on the table.

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

Finishing vs expected

expectedactual
EDM
4 G · 5.44 xG · -1.4
CHI
1 G · 3.93 xG · -2.9
0123456
Goalies · GSAx (goals saved above expected)
C. IngramEDM
+2.9
S. KnightCHI
+2.4

EDM finished -1.4 against expected, CHI -2.9 — C. Ingram (EDM) saved 2.9 goals above expected.

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

Shot diet

goalsshots
EDM
WRIST2/32
SNAP1/8
SLAP0/5
TIP IN1/5
BACKHAND0/3
DEFLECTED0/1
OTHER0/9
CHI
WRIST1/26
SNAP0/7
SLAP0/7
TIP IN0/5
BACKHAND0/1
DEFLECTED0/0
OTHER0/17
EDM
CHI
Off the rush
1 G on 37 · 3.66 xG
0 G on 32 · 2.65 xG
Off rebounds
0 G on 4 · 0.69 xG
1 G on 4 · 0.63 xG

Wrist shots carried the volume: EDM went 2-for-32, CHI 1-for-26.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
E. Bouchard
#2 · D · EDM
2 G · 1 A · 4 SOG · 24:31 TOI · +3
C. McDavid
#97 · C · EDM
0 G · 2 A · 2 SOG · 21:18 TOI · +3
Z. Hyman
#18 · L · EDM
1 G · 1 A · 3 SOG · 19:28 TOI · +3
Ranked from the box score — points first · Backcheck
What the model flagged
  • C. Ingram (EDM) stopped 2.9 goals above expected.
  • Open game — 16 high-danger chances combined (CHI 6, EDM 10).
  • EDM had the higher quality looks — 0.086 xG/shot vs 0.062.
  • CHI couldn't convert — 0/6 on high-danger chances. That won't happen often.
  • CHI created 4 rebound opportunities (1 converted) — crashing the net effectively.
  • EDM created 4 rebound opportunities (0 converted) — crashing the net effectively.
  • CHI underperformed xG by 2.9 — wasted quality chances.
  • C. Ingram (EDM) saved 2.9 goals above expected — stole the show.
  • C. Ingram was a wall on HD chances — 100% SV on 6 high-danger shots.
  • S. Knight (CHI) saved 2.4 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · EDM at CHI · 8:30 PM ET

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

By the ModelJul 12, 1:15 AMEdited for clarity
Win probability

The model's lean

56%
EDM
Model favorite
56%
44%
EDM50CHI

EDM by 12 points of win probability — a modest lean. Projected score EDM 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

EDM← edge
edge →CHI
52.0%5v5 xG%42.0%
50.0%Corsi%46.0%
2.64xGF / 602.17
2.47xGA / 602.94
2.13Goals for / gm1.84
2.29Goals against / gm2.41
0.982PDO — luck, not skill0.996

EDM holds 6 of 6 process categories — and PDO (0.982 vs 0.996) says CHI has run hotter.

Source · MoneyPuck season tables · 5v5

The model favors Edmonton decisively, projecting a 2.8–2.4 win at 56% confidence. The case rests on superior underlying play: the Oilers generate 52.0% of expected goals at even strength while allowing 42.0%, and they control 50.0% of shot attempts against Chicago's 46.0%. That territorial advantage translates to sustained pressure.

The critical wrinkle: Edmonton's PDO sits at 0.982, meaning the Oilers are converting at rates colder than league average, while Chicago runs at 0.996. Regression favors Edmonton. Hot goaltending can mask weak possession; Edmonton is the opposite. Given more time and league-average luck, the Oilers' margin widens.

Goaltending adds uncertainty: both D. Commesso and C. Ingram are on back-to-backs, raising questions about fatigue or backup usage. Either team could face a tired starter or see a third-stringer take the crease.

On the ice, Zach Hyman anchors Edmonton's attack at 1.23 expected goals per 60, with 14 goals and 13 assists—though only 1 has come as a high-danger chance, a sign he's succeeding through positioning and shot selection rather than volume of prime opportunities. His 13.0% shooting rate, slightly above league average, compounds the effect. Connor McDavid operates at a lower expected-goal rate of 0.92 per 60 but carries 25 goals and 33 assists, with 5 high-danger goals reflecting clutch finishing.

Chicago counters with Tyler Bertuzzi at 0.85 expected goals per 60, combining 20 goals and 15 assists, though 7 of those goals come as high-danger chances—suggesting elite conversion on his looks. His 18.0% shooting rate is among the league's best. Connor Bedard contributes 0.82 expected goals per 60 across 17 goals and 27 assists, with 5 high-danger goals, his 11.8% shooting rate reflecting near-average efficiency on limited prime chances.

The Oilers' edge in shot volume and expected goals, paired with room for positive PDO regression, points to a decisive result. Edmonton should win.

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
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