Motion-blurred skater in a San Jose Sharks sweater
Breakdown · EDM at SJS

Sharks hold off the Oilers

The verdict · earned

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

EDM 4 · SJS 5
◆ By the ModelJul 12, 4:49 AMxG: xgboost-0.758Edited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

San Jose dominated possession but barely escaped with a one-goal win despite expected goals suggesting a close race. The Sharks held 58% of shot attempts and led 4.26–3.59 in xG—a marginal advantage that their 5-4 scoreline overstates.

The Sharks' 0.74-goal overperformance came from low-danger scoring. Two goals came from spots that should be goaltender saves, the kind of luck that swings close games. That luck—not dominance—was the difference.

San Jose was lethal on transition—three goals on 28 rush attempts—and crashed the net effectively, creating eight rebound opportunities and converting one. The Oilers matched that rush efficiency with three goals of their own on 23 chances, but their four rebound opportunities went begging. Edmonton's goaltending was the bottleneck: C. Ingram finished 28/33 (0.848 SV%, −0.74 vs expected), allowing soft goals that typically belong to the defense.

High-danger chances split 7–5 in San Jose's favor, but both teams found their rhythms in open ice. The Oilers had the talent to stay dangerous; E. Bouchard was everywhere (1G, 2A, 23:24), and C. McDavid ran the offense (3A, 21:34). The Sharks got crucial depth production: M. Misa notched a goal and assist in just 12:16.

Shakir Mukhamadullin's slap shot from the top of the circles (period 3, 09:27) proved the winner, a moment that crystallized what the game actually was—not dominance, but a possession battle where variance determined the outcome.

The breakdown in twelve frames

Swipe it

Every number is from this page
Final · Feb 28
EDM
4
SJS
5

Sharks hold off the Oilers

Chances 3.6 – 4.3Did they deserve it? →
Did they deserve it?

The Sharks earned this one.

Expected goals · chance value
EDM
3.59
SJS
4.26
46% of the chances54%

The board read EDM 4, SJS 5. The chances read EDM 3.6, SJS 4.3.

Our xG model · NHL play-by-play · all situations
Luck check
SJS
+0.7
goals above expected
SJS4.26 expected · 5 scored
Expected
Scored
EDM3.59 expected · 4 scored
Expected
Scored

Both sides finished close to what their chances were worth. This one was earned on the ice.

PDO = sh% + sv% · drifts to 1.000 over a season
Every goal, in order
  1. P1 08:34SJSM. Celebrini0–1
  2. P1 11:07SJSM. MisaPP0–2
  3. P1 14:51EDML. DraisaitlPP1–2
  4. P1 17:05SJSB. Goodrow1–3
  5. P2 15:49EDME. Bouchard2–3
  6. P3 02:54EDMT. Frederic3–3
  7. P3 05:30SJSA. Wennberg3–4
+2 more on the full breakdown
NHL play-by-play · chance value from our xG model
Where the shots came from
EDM
38 shots
4
Final
86 shots
SJS
48 shots
5
EDM attackSJS attack
EDM SJS Goal
38
shots · 4 in
48
shots · 5 in
Every unblocked shot · press play to replay it
Chances by danger
EDMSJS
1 / 5
1.09 xG
High danger
2 / 7
1.73 xG
3 / 18
2.15 xG
Medium
1 / 15
1.72 xG
0 / 30
0.36 xG
Low
2 / 36
0.81 xG

The Sharks buried 2 of 7 high-danger looks.

Danger tiers by our xG model · high ≥ 20% chance
In the net
D
Y. Askarov
−0.4
SJS · 20/24
D
C. Ingram
−0.7
EDM · 28/33
The numbers, checked
BACKCHECK

Sharks hold off the Oilers

A model, not a newsroom. Every number on these frames comes from the NHL's play-by-play and our own models. Nothing was watched, guessed or heard from anyone.

Read the full breakdown
backcheckreport.com
01 / 08 · Final
Every goal, in order

How it happened

NHL play-by-play
1stshots 9–14
  1. 08:34SJSM. Celebrini(W. Smith)0–1
  2. 11:07SJSM. Misapower play(T. Toffoli)0–2
  3. 14:51EDML. Draisaitlpower play(C. McDavid, E. Bouchard)1–2
  4. 17:05SJSB. Goodrow(Z. Ostapchuk, J. Klingberg)1–3
2ndshots 7–13
  1. 15:49EDME. Bouchard(C. McDavid, M. Ekholm)2–3
3rdshots 8–6
  1. 02:54EDMT. Frederic(M. Savoie)3–3
  2. 05:30SJSA. Wennberg(P. Kurashev, M. Ferraro)3–4
  3. 07:13EDMJ. Walman(C. McDavid, E. Bouchard)4–4
  4. 09:27SJSS. Mukhamadullin(W. Eklund, M. Misa)4–5

score reads EDM–SJS

Source · NHL play-by-play (api-web.nhle.com)
Process vs result

The numbers

XGBoost xG · NHL play-by-play
4.26
SJS chances
Goals their shots were worth
+0.7
Finishing
Goals above what those chances were worth
1.011
SJS puck luck
About 1.000 — a normal night for bounces
52.3%
Shot attempts
Over half — they had the puck more
Split by club

Who controlled the game

3.59Expected goals4.26
SJS 54% of the chance quality
24Shots on goal33
5High-danger chances7
53All attempts (Corsi)58
Adjusted for score: EDM 52% · SJS 48%
Faceoffs · SJS won44%off47%neu52%def
Source · NHL play-by-play · XGBoost xG
How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
EDM1 / 5 · 1.09 xG
SJS2 / 7 · 1.73 xG
Medium dangermid-range
EDM3 / 18 · 2.15 xG
SJS1 / 15 · 1.72 xG
Low dangerperimeter & point
EDM0 / 30 · 0.36 xG
SJS2 / 36 · 0.81 xG

SJS went 2-for-36 from low danger on 0.81 expected goals — 1.2 above expected.

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

Finishing vs expected

expectedactual
EDM
4 G · 3.59 xG · +0.4
SJS
5 G · 4.26 xG · +0.7
0123456

EDM finished +0.4 against expected, SJS +0.7.

Source · Backcheck xG model
Shot types · rush and rebound chancesopen +
What they shot — and what went in

Shot diet

goalsshots
EDM
WRIST3/24
SLAP1/5
BACKHAND0/4
SNAP0/4
TIP IN0/1
DEFLECTED0/0
OTHER0/15
SJS
WRIST4/29
SLAP1/10
BACKHAND0/4
SNAP0/2
TIP IN0/2
DEFLECTED0/1
OTHER0/10
EDM
SJS
Off the rush
3 G on 23
1.94 xG
3 G on 28
2.75 xG
Off rebounds
0 G on 4
0.61 xG
1 G on 8
1.14 xG

Wrist shots carried the volume: EDM went 3-for-24, SJS 4-for-29. EDM scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
New to these numbers?

Two things happened in this game: who created the better chances, and who put the puck in the net. They are not the same thing, and this page separates them on purpose.

The one to watch is expected goals— the best single read on who deserved to win. When it disagrees with the scoreboard, that disagreement is usually the story. Nothing here is a projection; every figure is computed from this game's play-by-play. Full glossary →

xG
Expected goals. Every shot scored by how often that exact look goes in. 2.5 xG means the chances were worth about two and a half goals.
HD
High-danger chances — shots from the slot and the crease, where shots actually become goals.
Corsi
Every shot attempt, including the ones that missed or got blocked. A rough read on who had the puck.
Adj.
Score-adjusted. Teams that trail shoot more and teams that lead sit back, so this corrects the attempt count for the scoreboard.
GSAx
Goals saved above expected. A positive number means the goalie stopped more than an average goalie would have on those shots.
PDO
Shooting % plus save % — a luck gauge. It sits near 1.000 over a season, so a game far from it usually means the bounces decided it.
Shot by shot

In the net

Graded on goals saved above expected
C. Ingram
EDM · 28/33 · .848
-0.7
saved above expected
D
the night
By dangerG/attxGsaved
High danger2/71.7-0.3
Medium1/151.7+0.7
Low2/360.8-1.2

A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

Y. Askarov
SJS · 20/24 · .833
-0.4
saved above expected
D
the night
By dangerG/attxGsaved
High danger1/51.1+0.1
Medium3/182.1-0.8
Low0/300.4+0.4

A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

86 shots · press play to watch the game back

Where the shots came from

NHL play-by-play coordinates
EDM
38 shots
4
Final
86 shots
SJS
48 shots
5
EDM attackSJS attack
EDM SJS Goal

Each club shoots toward its own end — EDM left, SJS right — the way you would watch it. A dot's size is how dangerous the look was, from distance and angle; it is a proxy for shot quality, not the xG model the article is written from. Hover a dot for the shooter and the clock.

Ranked from the box score

Three stars

Points first
Three stars · computed, not voted
E. Bouchard
#2 · D · EDM
1 G · 2 A · 3 SOG · 23:24 on ice
C. McDavid
#97 · C · EDM
0 G · 3 A · 3 SOG · 21:34 on ice · -2
M. Misa
#77 · C · SJS
1 G · 1 A · 3 SOG · 12:16 on ice · +1
Ranked from the box score — points first · Backcheck
What the model said beforehand

Before the game

Written Sat, Feb 28
Open the pre-game read
Written from the numbers

The read

Edited for clarity
◆ By the ModelJul 12, 4:57 AMEdited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

The models say this is essentially a toss-up. Edmonton projects to 51% win probability in a 2.6–2.5 game — about as close to an even matchup as you'll find.

The Oilers own the underlying play. They're generating 52.0% of expected goals at 5v5, with a 50.0% Corsi rate that should translate into territorial advantage. San Jose has no such edge; they sit at 48.0% xG and 47.0% Corsi, meaning Edmonton will likely dictate puck movement.

But the Oilers are also running cold. Their PDO of 0.982 means they're underperforming their underlying process — they're due for positive regression. San Jose's 0.998 sits almost exactly at league average, so don't expect the Sharks to collapse from luck.

Recent form tilts the other way. San Jose is underwater at -7 goal differential over their last 10, which explains why Edmonton is favored despite how slim that margin is.

Goaltending adds a wrinkle. Both Y. Askarov and C. Ingram are working back-to-backs, so watch for either backup deployments or tired starters who might not be at full sharpness. That uncertainty could widen the margin in either direction.

For Edmonton, Zach Hyman is the engine. His 1.23 xG/60 leads the team's forwards, and his 13.0% shooting rate (14 goals on the season) shows clinical finishing. Connor McDavid's 25 goals and 33 assists carry the name value, though his 0.92 xG/60 ranks below Hyman's volume. Watch McDavid's 13.7% shooting rate — it's elite and sustainable if the Oilers' luck turns.

San Jose leans on Pavol Regenda's 1.10 xG/60 and 16.1% shooting (5 goals so far), a dangerously efficient profile. Igor Chernyshov contributes 0.91 xG/60 with a 15.0% shooting rate and 6 goals, a secondary scoring threat the Oilers will need to account for.

Defensively, Edmonton has a weak link in Jake Walman. San Jose's Igor Chernyshov doubles as a defensive liability — an unusual profile for someone listed among the team's leading scorers, and worth monitoring on both ends.

The 51% projection captures it: Edmonton has process on its side but can't overcome San Jose's recent grind. A coin flip doesn't mean meaningless. It means one team will get puck luck, one won't, and the game rewrites itself from there.

What the model said beforehand

The model's lean

EDM 51%
51%
EDM
Model favorite
51%
49%
EDM50SJS

EDM by 2 points of win probability — effectively a coin flip. Projected score EDM 2.6–2.5 SJS; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season rates · 5v5

Tale of the tape

NHL stats API · our xG
EDM← edge
edge →SJS
52.0%48.0%
50.0%47.0%
2.642.33
2.472.56
2.131.99
2.292.32
0.9820.998

EDM holds 6 of 6 process categories — and the luck row (0.982 vs 0.998) says SJS has been getting the bounces, which tends not to last.

Source · NHL stats API + our xG · 5v5
Form · Last 10
EDM
4-6-0
-2 GD · 1d rest
SJS
3-6-1
-7 GD · 1d rest
0.982
EDM PDO
Luck gauge · drifts to 1.000
0.998
SJS PDO
Luck gauge · drifts to 1.000
What decides it

Keys to the game

Where the edges live
  • The Oilers own the underlying play — 52.0% 5v5 xG vs 48.0%.
  • The Oilers drive Corsi at 50.0% — expect territorial tilt.
Regression watch
  • The Oilers' PDO is 0.982 — running cold, due for positive regression.
Things to watch
  • The Oilers own the underlying play — 52.0% 5v5 xG vs 48.0%.
  • The Oilers drive Corsi at 50.0% — expect territorial tilt.
  • Y. Askarov is on a back-to-back — watch for a backup start or a tired starter.
  • C. Ingram is on a back-to-back — watch for a backup start or a tired starter.
  • The Sharks are underwater at -7 goal differential over their last 10.
  • The Oilers' PDO is 0.982 — running cold, due for positive regression.
Last game's lineup · confirmed at warm-up

Lineups

NHL box score
EDM
Expected in goal
C. Ingram
back-to-back.955 last start
Backup Connor Ingram · +1.7 GSAx this season
Back-to-back: the backup often gets this one. Treat the starter as unconfirmed.

No completed game on file for this club yet.

SJS
Expected in goal
Y. Askarov
back-to-back.893 last start
Backup Yaroslav Askarov · -18.9 GSAx this season
Back-to-back: the backup often gets this one. Treat the starter as unconfirmed.

No completed game on file for this club yet.

Lineups are the players who dressed in each club's last game, with their minutes; clubs confirm tonight's at warm-up. Every player this preview names was in that lineup.

Computed danger · scouting

Players to watch

NHL stats API · our xG
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
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
Keep going

Where to next