Vitinha
DMPortugal · Paris Saint-Germain
Player dossierLigue 1
Vitinha
DMDefensive MidfieldMidfield
- Club
- Paris Saint-Germain
- League
- Ligue 1
- Nationality
- Portugal
- Age
- 26
- Height
- 170 cm
- Foot
- Right
- Valued
- 1 Jun 2026
Ligue 1Reading the valuation
The market values Vitinha at €140M. Model A, which never saw Vitinha during training, estimates €66.3M: the market value is 111% above that estimate.
That is a factor of ×2.11. 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 €63M, 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
- 101
- Minutes
- 7,944
- Goals
- 15
- Assists
- 15
- Started
- 86/101
- Min / app
- 79
- Cards
- 3Y 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 Vitinha…
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 €140M
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 1,687 midfielders
Dashed ring: the midfielder median (50th percentile)
Minutes, last 365 days
Club minutes in the final year of the window: recent involvement, or the absence of it.
4,371 this player1,541 midfielder 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
- €1.5M
- Dec 2019
- Peak
- €140M
- Jun 2026
- Model target
- €140M
- Jun 2026
- Valuations
- 23
- 4 club changes
Jun 2026: €140M, Paris Saint-Germain. Dotted lines mark the €2M, €10M and €30M tier boundaries.
Show as a table
| Date | Market value | Club |
|---|---|---|
| 2019-12-31 | €1.5M | FC Porto B |
| 2020-04-08 | €1.3M | FC Porto |
| 2020-08-17 | €5M | FC Porto |
| 2020-10-13 | €5M | Wolverhampton Wanderers |
| 2021-03-18 | €6M | Wolverhampton Wanderers |
| 2021-06-08 | €7M | Wolverhampton Wanderers |
| 2021-12-27 | €12M | FC Porto |
| 2022-03-10 | €24M | FC Porto |
| 2022-05-31 | €30M | FC Porto |
| 2022-09-19 | €40M | Paris Saint-Germain |
| 2022-11-02 | €45M | Paris Saint-Germain |
| 2023-03-27 | €42M | Paris Saint-Germain |
| 2023-06-27 | €42M | Paris Saint-Germain |
| 2023-10-16 | €45M | Paris Saint-Germain |
| 2023-12-18 | €45M | Paris Saint-Germain |
| 2024-06-03 | €50M | Paris Saint-Germain |
| 2024-07-18 | €55M | Paris Saint-Germain |
| 2024-12-10 | €55M | Paris Saint-Germain |
| 2025-03-24 | €60M | Paris Saint-Germain |
| 2025-06-03 | €80M | Paris Saint-Germain |
| 2025-10-10 | €90M | Paris Saint-Germain |
| 2025-12-15 | €110M | Paris Saint-Germain |
| 2026-06-01 | €140M | Paris Saint-Germain |
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
- +0.748
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
The joint highest observed value among 423 Ligue 1 players.
See them in the Explorer →Midfielders, all leagues1,687 players · median €2M
Joint 2nd highest observed value among 1,687 midfielders.
See them in the Explorer →Where Vitinha 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
- KvaratskheliaLWParis Saint-Germain · Ligue 1€140M
- NevesCMParis Saint-Germain · Ligue 1€140M
- DouéRWParis Saint-Germain · Ligue 1€120M
- DembéléCFParis Saint-Germain · Ligue 1€100M
- PedriCMFC Barcelona · midfielders€150M
- BellinghamAMReal Madrid · midfielders€130M
- RiceCMArsenal FC · midfielders€120M
- SzoboszlaiAMLiverpool FC · midfielders€100M
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).