
Bertrand
Traoré
Image: FootyLogos
Player dossierPremier League
BertrandTraoré
RWRight WingerAttack
- Club
- Sunderland AFC
- League
- Premier League
- Nationality
- Burkina Faso
- Age
- 30
- Height
- 181 cm
- Foot
- Left
- Valued
- 3 Jun 2026
Reading the valuation
The market values Traoré at €4M. Model A, which never saw Traoré during training, estimates €8.5M: the market value is 53% below that estimate.
That is a factor of ×2.13. 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 €4.2M, closer to the market here, although it is usually further off (typical miss ×2.07).
A gap describes the model's arithmetic for this player's inputs, not what the player is worth.
- Apps
- 62
- Minutes
- 3,423
- Goals
- 11
- Assists
- 8
- Started
- 40/62
- Min / app
- 55
- Cards
- 5Y 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 Traoré…
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 €4M
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.
25% this player0% attacker median90th 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
- €175k
- Jan 2012
- Peak
- €20M
- Jun 2021
- Model target
- €4M
- Jun 2026
- Valuations
- 29
- 10 club changes
Jun 2026: €4M, Sunderland AFC. Dotted lines mark the €2M, €10M and €30M tier boundaries.
Show as a table
| Date | Market value | Club |
|---|---|---|
| 2012-01-20 | €175k | AJ Auxerre U17 |
| 2014-02-11 | €500k | Vitesse Arnhem |
| 2014-08-10 | €1.5M | Vitesse Arnhem |
| 2015-02-16 | €2.5M | Vitesse Arnhem |
| 2015-07-01 | €4M | Chelsea FC |
| 2016-02-09 | €4M | Chelsea FC |
| 2016-08-01 | €4M | Chelsea FC |
| 2017-01-18 | €5M | Ajax Amsterdam |
| 2017-06-07 | €8M | Ajax Amsterdam |
| 2018-01-24 | €12M | Olympique Lyon |
| 2018-06-04 | €18M | Olympique Lyon |
| 2018-12-17 | €18M | Olympique Lyon |
| 2019-06-03 | €15M | Olympique Lyon |
| 2019-12-19 | €12M | Olympique Lyon |
| 2020-04-08 | €9.5M | Olympique Lyon |
| 2020-10-13 | €13M | Aston Villa |
| 2021-03-18 | €16M | Aston Villa |
| 2021-06-08 | €20M | Aston Villa |
| 2021-12-23 | €20M | Aston Villa |
| 2022-06-15 | €16M | Aston Villa |
| 2022-10-27 | €14M | Basaksehir FK |
| 2023-06-20 | €12M | Aston Villa |
| 2023-12-19 | €10M | Aston Villa |
| 2024-06-07 | €9M | Villarreal CF |
| 2024-12-17 | €9M | Ajax Amsterdam |
| 2025-05-28 | €8M | Ajax Amsterdam |
| 2025-10-17 | €5M | Sunderland AFC |
| 2025-12-09 | €5M | Sunderland AFC |
| 2026-06-03 | €4M | Sunderland AFC |
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
- −0.756
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 →Premier League555 players · median €18M
Valued above 16% of the 555 Premier League players.
See them in the Explorer →Attackers, all leagues1,583 players · median €2.5M
Valued above 59% of the 1,583 attackers.
See them in the Explorer →Where Traoré appears
Watchlists and the comparison tray are kept in this browser only.
Near this valuation closest observed values: same league, then same position
- OrtegaGKNottingham Forest · Premier League€4M
- AreolaGKWest Ham United · Premier League€4M
- WilsonCFWest Ham United · Premier League€4M
- BarkleyCMAston Villa · Premier League€4M
- IcardiCFGalatasaray · attackers€4M
- GrifoLWSC Freiburg · attackers€4M
- ElyounoussiSSFC Copenhagen · attackers€4M
- JanssenCFRoyal Antwerp FC · attackers€4M
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).




