Dudu
RWBrazil · Aris Thessaloniki
Player dossierSuper League
Dudu
RWRight WingerAttack
- Club
- Aris Thessaloniki
- League
- Super League
- Nationality
- Brazil
- Age
- 23
- Height
- 174 cm
- Foot
- Left
- Valued
- 4 Jun 2026
Super LeagueReading the valuation
The market values Dudu at €1.2M. Model A, which never saw Dudu during training, estimates €947k: the market value is 27% above that estimate.
That is a factor of ×1.27. Model A's typical held-out miss is ×1.50 either way, so this gap is within its usual error.
Without league and club, Model B estimates €1.5M, 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
- 26
- Minutes
- 1,063
- Goals
- 3
- Assists
- 1
- Started
- 12/26
- Min / app
- 41
- Cards
- 1Y 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 Dudu…
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 €1.2M
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)
European club minutes
Share of minutes played in UEFA club competitions.
11% this player0% attacker median71st 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
- €100k
- Sept 2024
- Peak
- €1.2M
- Jun 2026
- Model target
- €1.2M
- Jun 2026
- Valuations
- 8
- 1 club change
Jun 2026: €1.2M, Aris Thessaloniki. Dotted lines mark the €2M, €10M and €30M tier boundaries.
Show as a table
| Date | Market value | Club |
|---|---|---|
| 2024-09-10 | €100k | Cherno More Varna |
| 2024-12-02 | €250k | Cherno More Varna |
| 2025-03-14 | €400k | Aris Thessaloniki |
| 2025-05-23 | €500k | Aris Thessaloniki |
| 2025-09-23 | €800k | Aris Thessaloniki |
| 2025-12-12 | €800k | Aris Thessaloniki |
| 2026-03-06 | €1M | Aris Thessaloniki |
| 2026-06-04 | €1.2M | Aris Thessaloniki |
Audit context group-level, not about this player
- Audit group
- non-UEFA
- Population gap, Model A
- +0.093 95% CI +0.063 to +0.124
- This player, market vs held-out A
- +0.237
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 →Super League356 players · median €600k
Valued above 69% of the 356 Super League players.
See them in the Explorer →Attackers, all leagues1,583 players · median €2.5M
Valued above 34% of the 1,583 attackers.
See them in the Explorer →Where Dudu appears
Watchlists and the comparison tray are kept in this browser only.
Near this valuation closest observed values: same league, then same position
- OzdoevDMPAOK Thessaloniki · Super League€1.2M
- SiopisDMPanathinaikos · Super League€1.2M
- PelkasAMPAOK Thessaloniki · Super League€1.2M
- MoutoussamyCMAtromitos Athens · Super League€1.2M
- SánchezSSSevilla FC · attackers€1.2M
- PerišićLWPSV Eindhoven · attackers€1.2M
- PortuRWGirona FC · attackers€1.2M
- BakambuCFReal Betis Balompié · attackers€1.2M
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).