
Hamed
Traoré
Image: FootyLogos
Player dossierLigue 1
HamedTraoré
LWLeft WingerAttack
- Club
- Olympique Marseille
- League
- Ligue 1
- Nationality
- Cote d'Ivoire
- Age
- 26
- Height
- 177 cm
- Foot
- Right
- Valued
- 1 Jun 2026
Reading the valuation
The market values Traoré at €15M. Model A, which never saw Traoré during training, estimates €8.5M: the market value is 76% above that estimate.
That is a factor of ×1.76. 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 €3.9M, 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
- 43
- Minutes
- 2,880
- Goals
- 12
- Assists
- 4
- Started
- 35/43
- Min / app
- 67
- Cards
- 6Y 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 €15M
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)
Starts
Share of appearances started rather than entered from the bench.
81% this player59% attacker median85th 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
- Nov 2016
- Peak
- €22M
- Mar 2022
- Model target
- €15M
- Jun 2026
- Valuations
- 24
- 6 club changes
Jun 2026: €15M, Olympique Marseille. Dotted lines mark the €2M, €10M and €30M tier boundaries.
Show as a table
| Date | Market value | Club |
|---|---|---|
| 2016-11-14 | €100k | Empoli Primavera |
| 2017-06-26 | €250k | Empoli Primavera |
| 2017-12-21 | €300k | FC Empoli |
| 2018-06-18 | €1M | FC Empoli |
| 2018-10-12 | €2.5M | FC Empoli |
| 2018-12-20 | €7M | FC Empoli |
| 2019-06-06 | €14M | FC Empoli |
| 2019-12-12 | €15M | US Sassuolo |
| 2020-04-08 | €13.5M | US Sassuolo |
| 2020-08-25 | €14M | US Sassuolo |
| 2020-12-29 | €14M | US Sassuolo |
| 2021-06-03 | €20M | US Sassuolo |
| 2021-12-28 | €18M | US Sassuolo |
| 2022-03-15 | €22M | US Sassuolo |
| 2022-06-07 | €22M | US Sassuolo |
| 2022-11-11 | €22M | US Sassuolo |
| 2023-06-20 | €22M | AFC Bournemouth |
| 2023-12-19 | €18M | AFC Bournemouth |
| 2024-06-05 | €17M | SSC Napoli |
| 2024-10-07 | €15M | AJ Auxerre |
| 2024-12-10 | €18M | AJ Auxerre |
| 2025-06-03 | €20M | AJ Auxerre |
| 2025-12-15 | €15M | Olympique Marseille |
| 2026-06-01 | €15M | Olympique Marseille |
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
- +0.564
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 →Ligue 1423 players · median €5M
Valued above 76% of the 423 Ligue 1 players.
See them in the Explorer →Attackers, all leagues1,583 players · median €2.5M
Valued above 81% of the 1,583 attackers.
See them in the Explorer →Where Traoré appears
- TerminalLigue 1 in the Player Explorer
- TerminalLigue 1 on the League Landscape
Watchlists and the comparison tray are kept in this browser only.
Near this valuation closest observed values: same league, then same position
- HøjbjergDMOlympique Marseille · Ligue 1€15M
- EmboloCFStade Rennais FC · Ligue 1€15M
- NiakhatéCBOlympique Lyon · Ligue 1€15M
- AguerdCBOlympique Marseille · Ligue 1€15M
- TsygankovRWGirona FC · attackers€15M
- LukébakioRWSL Benfica · attackers€15M
- PinamontiCFUS Sassuolo · attackers€15M
- TellaRWBayer 04 Leverkusen · attackers€15M
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).


