FairValue

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Rafael

Barbosa

AMPortugal · Avs Futebol

№ 225151Emerging €515k −0.54

Player dossierLiga Portugal

RafaelBarbosa

AMAttacking MidfieldMidfield

Club
Avs Futebol
League
Liga Portugal
Nationality
Portugal
Age
29
Height
173 cm
Foot
Right
Valued
18 Dec 2025

Reading the valuation

The market values Barbosa at €300k. Model A, which never saw Barbosa during training, estimates €515k: the market value is 42% below that estimate.

That is a factor of ×1.72. 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 €814k, 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.

▼ −0.54A €515k▼ −1.00B €814k
Pitch length is a log value scale fitted to this player's figures. ● observed · ◇ Model A · dashed ◇ Model B · each arc is a residual, log(observed) − log(estimate).
Apps
34
Minutes
1,622
Goals
1
Assists
3
Started
18/34
Min / app
48
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 Barbosa…

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 €300k

Checking API
EmergingEstablishedEliteWorld Class€2M€10M€30M€100k€1M€100MMarket €300kModel A €515k

Asking 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

Rafael Barbosa's percentiles among midfielders: Goals per 90 37th, Assists per 90 76th, Minutes, two years 28th, Starts 25th, Minutes, last 365 days 16th, European club minutes 30th37thGoals76thAssists28thMinutes25thStarts16thRecent30thEurope

Dashed ring: the midfielder median (50th percentile)

Assists per 90

Club assists per 90 minutes in the same window.

0.17 this player0.09 midfielder median76th percentile

0.00peer deciles · median line · this player ●0.74

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
€25k
Jul 2015
Peak
€1.3M
Jun 2018
Model target
€300k
Dec 2025
Valuations
23
8 club changes
Dec 2025€300kAvs FutebolValuation the model is trained to reproduce

Dec 2025: €300k, Avs Futebol. Dotted lines mark the €2M, €10M and €30M tier boundaries.

Show as a table
DateMarket valueClub
2015-07-31€25kSporting CP B
2016-03-14€125kSporting CP B
2016-09-30€200kCF União Madeira (-2021)
2017-06-30€200kSporting CP B
2017-09-08€400kSporting CP B
2018-02-23€900kSporting CP B
2018-06-29€1.3MSporting CP B
2019-02-12€750kFC Paços de Ferreira
2019-06-29€650kFC Paços de Ferreira
2019-12-31€450kGD Estoril Praia
2020-04-08€350kGD Estoril Praia
2020-10-22€350kCD Tondela
2021-01-28€500kCD Tondela
2021-05-21€500kCD Tondela
2021-12-27€500kCD Tondela
2022-05-31€500kCD Tondela
2022-12-28€500kCD Tondela
2023-06-28€700kCD Tondela
2023-12-27€500kSC Farense
2024-06-06€600kSC Farense
2024-12-19€400kSC Farense
2025-06-06€350kRadomiak Radom
2025-12-18€300kAvs Futebol

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
−0.541

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 8% of the 423 Liga Portugal players.

€20k€200k€2M€20M€300kSee them in the Explorer →

Midfielders, all leagues1,687 players · median €2M

Valued above 7% of the 1,687 midfielders.

€20k€200k€2M€20M€300kSee them in the Explorer →

Where Barbosa appears

Watchlists and the comparison tray are kept in this browser only.

Near this valuation closest observed values: same league, then same position

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).