Edmonton Oilers vs Pittsburgh Penguins Prediction (Jan 22, 2026)

Edmonton Oilers vs Pittsburgh Penguins — Jan 22, 2026

Page built: Oct 07, 2026 11:03 PM PDT. Forecast generation time is unavailable; dated research coverage is shown below.

Edmonton Oilers 63.8% Pittsburgh Penguins 36.2%

Pregame win probability

Expected goals: Edmonton Oilers 3.22 — Pittsburgh Penguins 3.10 • Median total: 6.4

MATCHUP FIELD NOTES · CORRECTED HISTORICAL CASE STUDY

What does this opponent change?

Compare expected attempt counts with a league-average conceded shot profile and with the actual opponent’s profile.

Reconstructed from earlier games using corrected shift measurements. These forecasts were calculated after the matchup; they were not saved before puck drop. The prospective test is separate.

PIT

34.3expected unblocked attempts

25–44Central 80% range for this team’s count

-0.46 attempts from EDM’s shot profile

Recent-team baseline: 35.59
League shot profile · same matchup minutes: 34.79
With EDM’s shot profile: 34.33

The profile adjustment compares the last two rows. The recent baseline also differs in shrinkage and how rate and playing time are combined.

Expected attempts by category
Category	League	Opponent	Change
Rebounds	3.27	3.24	-0.03
Close range	7.19	7.27	+0.07
Long range	8.36	7.66	-0.69
Other	15.97	16.16	+0.19

Counts combine volume and share. A larger share can still mean fewer attempts; rounded rows may not sum exactly.

Compare category shares

Shares of unblocked attempts
Category	League	Opponent	Change
Rebounds	9.4%	9.4%	+0.0 pp
Close range	20.7%	21.2%	+0.5 pp
Long range	24.0%	22.3%	-1.7 pp
Other	45.9%	47.1%	+1.2 pp

Show the wider 95% count range

21–50 attempts. These are ranges for this team’s count, not for the profile adjustment, the two-team difference or the score.

Last 30 eligible games · through 2026-01-21

EDM

33.6expected unblocked attempts

24–43Central 80% range for this team’s count

-0.66 attempts from PIT’s shot profile

Recent-team baseline: 35.02
League shot profile · same matchup minutes: 34.28
With PIT’s shot profile: 33.63

The profile adjustment compares the last two rows. The recent baseline also differs in shrinkage and how rate and playing time are combined.

Expected attempts by category
Category	League	Opponent	Change
Rebounds	3.75	3.71	-0.04
Close range	6.66	6.66	-0.01
Long range	7.89	7.51	-0.39
Other	15.97	15.75	-0.23

Counts combine volume and share. A larger share can still mean fewer attempts; rounded rows may not sum exactly.

Compare category shares

Shares of unblocked attempts
Category	League	Opponent	Change
Rebounds	10.9%	11.0%	+0.1 pp
Close range	19.4%	19.8%	+0.4 pp
Long range	23.0%	22.3%	-0.7 pp
Other	46.6%	46.8%	+0.2 pp

Show the wider 95% count range

20–49 attempts. These are ranges for this team’s count, not for the profile adjustment, the two-team difference or the score.

Last 30 eligible games · through 2026-01-20

What this comparison holds fixed

The league and opponent comparisons use the same attacking profile, 50/50 averaging and predicted matchup minutes. Only the conceded shot rate and category mix change. Matchup minutes still use both teams, so this is a contribution from the opponent’s shot profile, not every opponent effect or a causal estimate of defensive tactics.

Unblocked attempts include goals, saves and misses in verified regulation five-on-five play. Rebounds take priority, then close range (within 25 feet and 45°), long range (50+ feet), and other. These are not boxscore shots on goal.

The count ranges describe individual teams. No probability of winning the attempt battle is estimated. This comparison does not change the game’s win forecast. Recent-form xG is unavailable in this corrected count export.

Reveal what happened

Observed counts use the same corrected, verified regulation five-on-five definition. One game cannot validate the forecast or explain why a team deviated.

Expectation and observed counts
Team / category	Expected	Actual
PIT · Rebounds	3.24	1
PIT · Close range	7.27	12
PIT · Long range	7.66	6
PIT · Other	16.16	14
PIT · Total	34.33	33
EDM · Rebounds	3.71	2
EDM · Close range	6.66	9
EDM · Long range	7.51	9
EDM · Other	15.75	20
EDM · Total	33.63	40

Technical context: score-adjusted form and methods

Advanced matchup context

Reconstructed from earlier games. Research measures; the win probabilities above use the existing forecast model.

Pregame form · regulation five-on-five
Per-team for minus against	EDM	PIT
Net attempts / 60	+2.52	+4.03
Score-adjusted net attempts / 60	+3.69	+4.57
Net xG / 60	+0.37	+0.24
Score-adjusted net xG / 60	+0.41	+0.27

EDM: last 30 eligible games · 1381 verified minutes · through 2026-01-20

PIT: last 30 eligible games · 1398 verified minutes · through 2026-01-21

Reading the form numbers

Net means created minus conceded. Rates use the last 30 eligible regular games, with at least 30 verified five-on-five minutes and 80% attempt retention per game. Score adjustment removes the fitted score-state effect while retaining team strength. Shot volume and xG are adjusted separately. These form replacements have not earned a place in the win model.

Where the attempts may come from

Expected share of each team's attempts
Shot category	EDM	PIT
Rebound	10.8%	9.6%
Close range	19.3%	20.6%
Long range	23.4%	22.7%
Other	46.6%	47.1%

Profiles frozen 2026-01-01; observations through 2025-12-31. A 50/50 blend of each attack's history and the opposing defense's conceded mix.

These are shot shares, not chance counts or win probabilities. Categories are exclusive: rebounds first, then close (within 25 feet and 45°), long (50+ feet), and other.

After the game

Completed-game diagnostic · positive values favor EDM.

Raw attempt differential+7.0

Neutral-score differential-1.1

Above expectation-8.1

52.9 verified 5v5 minutes; 100% attempt retention. These estimates use the game's observed score-state time and are separate from the pregame view.

What the shot count hides: findings, methods and limits →

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