Returning regular · 2025-26
Kasperi Kapanen
Edmonton Oilers · RW · R shot · age 30 at the dated snapshot.
- Team
- EDM
- Lane
- RW
- Age
- 30
Production and deployment
How the points were built
Official NHL 2025–26 regular-season reports. A missing split stays “—”; it is never converted to zero.
Organizational context
3 RW regulars in EDM
The all-team median is 3.5. EDM’s farm system ranks #27 in the maintained two-board consensus.
Questions a GM still has to answer
- How much of the scoring comes at five-on-five, on special teams, or into an empty net?
- Is the player creating the play, finishing it, or receiving a secondary point?
- Does deployment reveal trust, scarcity, underuse, or a role the roster cannot offer?
- What contract, acquisition cost, development alternative and Cup-window effect complete the argument?
Tonight · 10:00 p.m. ET
VAN at EDM
Projected slot from the licensed depth chart; props from the model's learned layer on shots, finishing and the opposing starter; ratings are last season's until this one has enough games. Information, not a recommendation.
Nothing listed against Kasperi Kapanen.
White noise · as of 2026-09-29 · social 2026-09-29
Kasperi Kapanen is talked about more than most (74th percentile)
How much he is being talked about: the league's own stories tagged to him, daily pageviews of his Wikipedia article against his own 90-day baseline, posts naming him on the connected networks (Bluesky), and the roster moves and listings that make noise. A measure of attention. Whether it affects a player is his business, and a question the history will let us test later.
Social: 11 posts named him this week on Bluesky · 6 likes, reposts and replies · no baseline yet, it needs a week of readings.
Contract · EDM
$2.60M cap hit
2026–27 through 2026–27 · UFA at expiry. Certified
Cup signal › Costs more per point than the position median, but earns it with five-on-five creation or penalty-kill work.
- Cost and production both sit close to his position's median. Nothing unusual drives this reading.
- 21 real points at this cap hit would pass the cost test (he had 15, after 1 empty-net left out).
Shot quality · 2025-26
Expected goals
CapOrCup's shot model (distance, angle, shot type, strength, rebounds, rushes), trained on 2023-24 and 2024-25 and tested on unseen games (AUC 0.756). Finishing is goals minus expected goals; it is noisy in one season.
CapOrCup measures · 2025-26
What happens while he plays
Measured from the league's play-by-play and shift charts, not from the scoresheet. Expected goals are counted for every player on the ice, and a goal is credited to whoever was on the ice when the sequence began, including players who had changed off before it was scored.
Advanced scoring · 2025-26
Goals, assists and plus/minus, weighted by what they changed
Every goal counts the win probability it added, scaled so the average goal is 1.0: a late tying goal counts several, a goal at 6-1 or into an empty net late counts little. Plus/minus also credits the players on the ice when the goal's sequence began.
Career arc · era-adjusted points per 82 games
Kasperi Kapanen, season by season
Each dot is one season. The amber bar is what his earlier seasons and his age predicted for that season (80% band), so a dot far above its bar is a season the numbers did not see coming. The shaded band is where most players at his position sit at each age.
Position band: quantile regression (10th/50th/90th) of qualifying seasons on an age spline, weighted for players who drop out.
What the numbers found
No shipped label applies. A label is a measured finding about a run of seasons (for example, a spike that came back to the old level), and it is shown only for label types that passed their test on held-out seasons.
Projection at the draft
At the draft the model expected 30 NHL hours through his age-25 season (80% band 1 to 94). He logged 80 hours, between the median and the 90th percentile.
Every season
| Season | Age | GP | Level | Expected (80%) |
|---|---|---|---|---|
| 2015-16 | 19 | 9 | 0.0 | 5.4 to 80.6 |
| 2016-17 | 20 | 8 | 10.7 | −6.8 to 61.8 |
| 2017-18 | 21 | 38 | 18.9 | 2.1 to 48.1 |
| 2018-19 | 22 | 78 | 44.3 | 7.9 to 41.2 |
| 2019-20 | 23 | 69 | 41.1 | 27.0 to 57.4 |
| 2020-21 | 24 | 40 | 60.4 | 26.2 to 60.0 |
| 2021-22 | 25 | 79 | 30.4 | 36.5 to 67.3 |
| 2022-23 | 26 | 66 | 38.3 | 21.5 to 51.8 |
| 2023-24 | 27 | 73 | 22.8 | 21.5 to 51.7 |
| 2024-25 | 28 | 67 | 16.2 | 10.3 to 40.9 |
| 2025-26 | 29 | 41 | 31.4 | 0.5 to 34.7 |
Source: CapOrCup careers desk (method and league curves) · as of 2026-09-29
Comparables at the same age
Who looked like this at 26 to 29
Careers are compared as league-adjusted points per game by age, over the same ages. The comparables below are the closest lines, and what matters is the spread of what they did next, not any single name.
This player so far: age 14 Jr. C SM-sarja 0.85 → age 15 Fin-U18 0.89 → age 16 Liiga 0.31 → age 17 Liiga 0.30 → age 18 Liiga 0.51 → age 19 AHL 0.57 → age 20 AHL 1.00 → age 21 NHL 0.24 → age 22 NHL 0.56 → age 23 NHL 0.52 → age 24 NHL 0.75 → age 25 NHL 0.41 → age 26 NHL 0.47 → age 27 NHL 0.30 → age 28 NHL 0.10 → age 29 NHL 0.41
| Player | Distance (lower is closer) | What he did afterwards |
|---|---|---|
| Michael McCarronC · matched at ages 27, 28, 29 | 0.06 | age 30 NHL 0.19 → age 31 NHL 0.20 |
| Joel ArmiaR · matched at ages 26, 27, 28, 29 | 0.09 | age 30 NHL 0.38 → age 31 NHL 0.36 → age 32 NHL 0.37 |
| Teddy BluegerC · matched at ages 26, 27, 28, 29 | 0.09 | age 30 NHL 0.32 → age 31 NHL 0.49 |
| Sean KuralyC · matched at ages 26, 27, 28, 29 | 0.10 | age 30 NHL 0.28 → age 31 NHL 0.29 → age 32 NHL 0.21 → age 33 NHL 0.27 |
| Brendan GaunceC · matched at ages 26, 27, 28, 29 | 0.11 | age 30 NHL 0.17 → age 31 NHL 0.08 → age 32 NHL 0.24 |
| Nick CousinsC · matched at ages 26, 27, 28, 29 | 0.13 | age 30 NHL 0.22 → age 31 NHL 0.30 → age 32 NHL 0.28 |
| Zachary Aston-ReeseL · matched at ages 26, 27, 28, 29 | 0.13 | age 30 NHL 0.21 → age 31 NHL 0.18 |
| Mark JankowskiL · matched at ages 26, 27, 28, 29 | 0.14 | age 30 NHL 0.22 → age 31 NHL 0.31 |
Reading it
If most comparables became NHL regulars and their later peak sits well above this player's current line, the numbers say there is room to grow. If most did not, the numbers say the odds are against it. Either way it is what the data shows, not a name chosen to flatter.
Goal archive ·
Every goal, with the league's video
Preseason, regular season and playoffs are kept apart. Each row links to the NHL's own highlight page; no video is hosted here. Where a clip has been reviewed, the reading of it is a model judgement of the frames, not a measurement.
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Club listings · licensed feeds
What the club lists him as
An injury listing and a projected slot are the club's statements relayed by a licensed feed, shown with their dates. CapOrCup infers nothing from them.
Projected slot · line 3 right wing, second power-play unit (EDM depth chart as of 2026-09-28; Sportradar NHL API v7, team depth charts)
Availability
Games missed
The NHL publishes no injury feed. This counts games his club played while he did not dress, for any reason: injury, illness, a healthy scratch, a suspension or a trade gap. No cause is claimed.
Either side of that absence: 1.63 points per 60 in the ten games before, 3.22 in the ten after. A rate change over a small sample, not evidence of a lingering injury.
NHL EDGE tracking · 2025-26
Speed, shot and ice
From the NHL's own player-tracking data. Percentiles are the NHL's: the share of the league below this player.