Backcheck
Recap · SJS at COL

Avalanche run the Sharks off the ice on the underlying numbers

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

By the ModelJul 12, 3:59 AMxG: xgboost-0.758Edited for clarity
Away
SJS
San Jose Sharks
2
Home
COL
Colorado Avalanche
4
FINAL
Process vs result

The underlying story

2.58Expected goals5.69
69% share for the better side
25Shot attempts (SOG)42
4High-danger chances9
43Corsi (all attempts)78
Score-adjusted: 38% / 62%
Source · NHL play-by-play · XGBoost xG

Colorado's 4-2 victory masks their dominance: they controlled 69% of 5v5 expected goals (5.69–2.58), a split that suggested a larger margin. The Avalanche underperformed their own xG by 1.69 goals, leaving points on the table despite tactical supremacy.

Y. Askarov's overperformance was decisive. He stopped 2.69 goals above expected, the sole reason San Jose remained competitive. Without that save rate, the scoreline would have reflected the underlying advantage.

Colorado's control extended beyond xG. They won shot attempts 42–25 (63% of plays), high-danger chances 9–4, and rebound opportunities 8–3, with Colorado converting 1 and San Jose 0. Off the rush, the Avalanche converted 2 goals on 30 chances, efficiency that the final score doesn't fully capture.

N. MacKinnon ran the attack with 2 assists in 23:01, while V. Nichushkin added 3 assists in 20:44. A. Lehkonen provided the finish: 2 goals in 17:35. San Jose's scarcity—just 3 rebound chances created—reflected Colorado's defensive discipline.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
SJS0 / 4 · 0.86 xG
COL1 / 9 · 2.60 xG
Medium dangermid-range
SJS1 / 12 · 1.23 xG
COL3 / 20 · 2.31 xG
Low dangerperimeter & point
SJS1 / 27 · 0.48 xG
COL0 / 49 · 0.79 xG

COL went 1-for-9 from high danger on 2.60 expected goals — 1.6 left on the table.

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

Finishing vs expected

expectedactual
SJS
2 G · 2.58 xG · -0.6
COL
4 G · 5.69 xG · -1.7
0123456
Goalies · GSAx (goals saved above expected)
Y. AskarovSJS
+2.7
M. BlackwoodCOL
+0.6

SJS finished -0.6 against expected, COL -1.7 — Y. Askarov (SJS) saved 2.7 goals above expected.

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

Shot diet

goalsshots
SJS
WRIST1/15
SNAP0/5
SLAP1/8
TIP IN0/8
BACKHAND0/0
DEFLECTED0/0
OTHER0/7
COL
WRIST0/30
SNAP1/12
SLAP1/6
TIP IN0/4
BACKHAND1/3
DEFLECTED1/2
OTHER0/21
SJS
COL
Off the rush
1 G on 23 · 1.68 xG
2 G on 30 · 2.21 xG
Off rebounds
0 G on 3 · 0.45 xG
1 G on 8 · 1.37 xG

Wrist shots carried the volume: SJS went 1-for-15, COL 0-for-30. COL scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
V. Nichushkin
#13 · R · COL
0 G · 3 A · 2 SOG · 20:44 TOI · +4
N. MacKinnon
#29 · C · COL
0 G · 2 A · 4 SOG · 23:01 TOI · +4
A. Lehkonen
#62 · L · COL
2 G · 0 A · 5 SOG · 17:35 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • Y. Askarov (SJS) stopped 2.7 goals above expected.
  • COL was lethal off the rush — 2 goals on 30 rush chances.
  • COL created 8 rebound opportunities (1 converted) — crashing the net effectively.
  • SJS created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • COL underperformed xG by 1.7 — wasted quality chances.
  • Y. Askarov (SJS) saved 2.7 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · SJS at COL · 9:00 PM ET

The Avalanche are the model's lean over the Sharks — with PDO regression in play

By the ModelJul 12, 3:58 AMEdited for clarity
Win probability

The model's lean

61%
COL
Model favorite
39%
61%
SJS50COL

COL by 22 points of win probability — a clear lean. Projected score SJS 2.32.9 COL; 17% chance it's tied after 60.

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

Tale of the tape

SJS← edge
edge →COL
48.0%5v5 xG%57.0%
47.0%Corsi%57.0%
2.33xGF / 603.03
2.56xGA / 602.30
1.99Goals for / gm2.63
2.32Goals against / gm1.56
0.998PDO — luck, not skill1.021

COL holds 6 of 6 process categories — and PDO (0.998 vs 1.021) says COL has run hotter.

Source · MoneyPuck season tables · 5v5

Colorado enters with the model's backing: a 2.3-2.9 projected final and 61% win probability for the Avalanche.

The advantage is clean. Colorado commands 57.0% of expected goals at 5v5—a significant edge in high-quality scoring chances. That same 57.0% Corsi share signals territorial control; San Jose's 48.0% xG and 47.0% Corsi reveal a club being outshot and out-chanced.

Neither team is playing well lately, though. The Avalanche have hit -8 in goal differential over 10 games; the Sharks sit at -6. That slide compresses the gap between the model's projection and real-world results.

The Avalanche's 1.021 PDO is the warning sign. Their save rates and shooting percentages both sit above sustainable levels—regression is coming. San Jose's 0.998 PDO holds closer to normal, offering no similar edge.

Goaltending carries risk. Both M. Blackwood and Y. Askarov are on back-to-backs, raising the chance of a backup or a fatigued starter.

Artturi Lehkonen and Ross Colton anchor Colorado's attack. Lehkonen produces 1.11 xG/60 with 18 goals and 22 assists, plus 6 high-danger goals—a volume suggesting tight marking is necessary. Colton adds 1.10 xG/60 across 7 goals and 15 assists.

San Jose's counter relies on Pavol Regenda and Igor Chernyshov. Regenda generates 1.10 xG/60 with 5 goals, but his 16.1% shooting rate is unsustainable and destined to fall. Chernyshov sits at 0.91 xG/60 yet owns 6 goals on a 15.0% clip—another inflated finish that will regress. Chernyshov's defensive weaknesses become more exposed as his unsustainable shooting rate normalizes.

Nazem Kadri emerges as Colorado's defensive liability if San Jose can generate chances.

Computed danger · scouting

Players to watch

SJS
Pavol Regenda5G 1A
1.10 xG/60 · 2 HD · 16.1% sh
Igor Chernyshov6G 8A
0.91 xG/60 · 1 HD · 15.0% sh
COL
Artturi Lehkonen18G 22A
1.11 xG/60 · 6 HD · 14.9% sh
Ross Colton7G 15A
1.10 xG/60 · 1 HD · 4.9% sh
Source · MoneyPuck skaters