
João
Virgínia
Image: FootyLogos
Player dossierLiga Portugal
JoãoVirgínia
GKGoalkeeperGoalkeeper
- Club
- Sporting CP
- League
- Liga Portugal
- Nationality
- Portugal
- Age
- 26
- Height
- 192 cm
- Foot
- Left
- Valued
- 28 May 2026
Reading the valuation
The market values Virgínia at €800k. Model A, which never saw Virgínia during training, estimates €2M: the market value is 60% below that estimate.
That is a factor of ×2.49. 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 €958k, 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
- 5
- Minutes
- 450
- Started
- 5/5
- Min / app
- 90
- 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 Virgínia…
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 €800k
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 485 goalkeepers
Dashed ring: the goalkeeper median (50th percentile)
European club minutes
Share of minutes played in UEFA club competitions.
20% this player0% goalkeeper median84th 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
- €500k
- May 2019
- Peak
- €1M
- Jun 2021
- Model target
- €800k
- May 2026
- Valuations
- 18
- 6 club changes
May 2026: €800k, Sporting CP. Dotted lines mark the €2M, €10M and €30M tier boundaries.
Show as a table
| Date | Market value | Club |
|---|---|---|
| 2019-05-23 | €500k | Everton FC U23 |
| 2019-10-17 | €150k | Reading FC |
| 2020-07-30 | €150k | Everton FC |
| 2020-10-13 | €500k | Everton FC |
| 2021-03-18 | €500k | Everton FC |
| 2021-06-08 | €1M | Everton FC |
| 2021-12-27 | €1M | Sporting CP |
| 2022-05-31 | €1M | Sporting CP |
| 2022-11-11 | €1M | SC Cambuur Leeuwarden |
| 2023-03-17 | €700k | SC Cambuur Leeuwarden |
| 2023-06-23 | €600k | SC Cambuur Leeuwarden |
| 2023-12-19 | €800k | Everton FC |
| 2024-05-27 | €800k | Everton FC |
| 2024-12-16 | €800k | Everton FC |
| 2025-05-30 | €800k | Everton FC |
| 2025-09-30 | €1M | Sporting CP |
| 2025-12-18 | €1M | Sporting CP |
| 2026-05-28 | €800k | Sporting CP |
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
- −0.914
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 →Liga Portugal423 players · median €1M
Valued above 35% of the 423 Liga Portugal players.
See them in the Explorer →Goalkeepers, all leagues485 players · median €1M
Valued above 39% of the 485 goalkeepers.
See them in the Explorer →Where Virgínia appears
Watchlists and the comparison tray are kept in this browser only.
Near this valuation closest observed values: same league, then same position
- RamosGKFC Porto · Liga Portugal€800k
- KuipersLBFC Arouca · Liga Portugal€800k
- XekaCMGD Estoril Praia · Liga Portugal€800k
- SánchezCBFC Arouca · Liga Portugal€800k
- SzczesnyGKFC Barcelona · goalkeepers€800k
- NylandGKSevilla FC · goalkeepers€800k
- LunevGKDynamo Moscow · goalkeepers€800k
- LecomteGKFulham FC · goalkeepers€800k
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).


