James
Scott
CFScotland · Ross County FC
Player dossierPremiership
JamesScott
CFCentre-ForwardAttack
- Club
- Ross County FC
- League
- Premiership
- Nationality
- Scotland
- Age
- 25
- Height
- 189 cm
- Foot
- Right
- Valued
- 21 May 2026
Reading the valuation
The market values Scott at €75k. Model A, which never saw Scott during training, estimates €295k: the market value is 75% below that estimate.
That is a factor of ×3.93. Model A's typical held-out miss is ×1.50 either way, so this gap is larger than its usual error.
Without league and club, Model B estimates €940k, further from the market. Model B is usually further off (typical miss ×2.07): league and club explain much of how the market prices players.
A gap describes the model's arithmetic for this player's inputs, not what the player is worth.
- Apps
- 18
- Minutes
- 590
- Goals
- 0
- Assists
- 3
- Started
- 5/18
- Min / app
- 33
- Cards
- 0Y 0R
Club matches, two years to the valuation date
The Valuation Journey
What moves Model A
Asking the prediction API to explain Model A for Scott…
SHAP describes the model's arithmetic for this player's inputs, not what causes market value. Model B can be explained only by the live service; Model A also has a published explanation for the research players.
Model A vs Model B against the observed €75k
Checking APIAsking the prediction API…
Held-out estimates come from cross-validation, with this player outside the training data: the honest comparison. Served models were refitted on every player, this one included, so they sit closer to the market. Shaded band: Model A's typical miss (×1.50 either way).
Player traitspercentiles vs 1,583 attackers
Dashed ring: the attacker median (50th percentile)
Assists per 90
Club assists per 90 minutes in the same window.
0.46 this player0.15 attacker median99th percentile
No passing, progression or defensive actions exist in the dataset, so no trait claims to measure them.
Valuation history every Transfermarkt valuation on record
- First valuation
- €150k
- Aug 2019
- Peak
- €900k
- Feb 2020
- Model target
- €75k
- May 2026
- Valuations
- 17
- 6 club changes
May 2026: €75k, Ross County FC. Dotted lines mark the €2M, €10M and €30M tier boundaries.
Show as a table
| Date | Market value | Club |
|---|---|---|
| 2019-08-20 | €150k | Motherwell FC |
| 2020-01-28 | €250k | Motherwell FC |
| 2020-02-27 | €900k | Hull City |
| 2020-04-08 | €800k | Hull City |
| 2021-06-30 | €700k | Hull City |
| 2021-12-31 | €500k | Hibernian FC |
| 2022-07-29 | €400k | Hull City |
| 2022-10-27 | €400k | Hull City |
| 2023-04-05 | €450k | Exeter City |
| 2023-06-09 | €450k | Exeter City |
| 2023-12-27 | €375k | Exeter City |
| 2024-05-30 | €375k | St. Mirren FC |
| 2024-12-03 | €375k | St. Mirren FC |
| 2025-06-17 | €375k | St. Mirren FC |
| 2025-10-09 | €250k | Ross County FC |
| 2025-12-10 | €200k | Ross County FC |
| 2026-05-21 | €75k | Ross County FC |
Audit context group-level, not about this player
- Audit group
- UEFA
- Population gap, Model A
- +0.093 95% CI +0.063 to +0.124
- This player, market vs held-out A
- −1.368
The group comes from first-listed citizenship and is never a model input. Across the population, non-UEFA players' market values sit about 10% above Model A's held-out estimates, relative to UEFA players in the same leagues. One player's residual says nothing about that pattern (typical miss ×1.50), and none of it is evidence of discrimination: the target may itself be biased. Open the Fairness Audit
In context observed value among comparable players in this build
All players in the Terminal →Premiership311 players · median €400k
Valued above 5% of the 311 Premiership players.
See them in the Explorer →Attackers, all leagues1,583 players · median €2.5M
Valued above 1% of the 1,583 attackers.
See them in the Explorer →Where Scott appears
Watchlists and the comparison tray are kept in this browser only.
Near this valuation closest observed values: same league, then same position
- MontanoLMLivingston FC · Premiership€75k
- MayCFLivingston FC · Premiership€75k
- WrightRMDundee FC · Premiership€75k
- RichardsGKDundee United FC · Premiership€75k
- KaynakRWAdana Demirspor · attackers€75k
- KaracaRWAlanyaspor · attackers€100k
- KramerCFRKC Waalwijk · attackers€100k
- ArabiCFFC Nantes · attackers€100k
Counts and ranks of observed Transfermarkt values only; model errors are never ranked here. Full player export: Every player in the modelling population (D-011).