FairValue

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Gui

Ramos

CBPortugal · Hamburger SV

№ 340521Emerging €1.9M −1.00

Player dossierBundesliga

GuiRamos

CBCentre-BackDefender

Club
Hamburger SV
League
Bundesliga
Nationality
Portugal
Age
28
Height
191 cm
Foot
Right
Valued
19 Dec 2025

Reading the valuation

The market values Ramos at €700k. Model A, which never saw Ramos during training, estimates €1.9M: the market value is 63% below that estimate.

That is a factor of ×2.71. 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 €655k, 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.

▼ −1.00A €1.9M▲ +0.07B €655k
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
15
Minutes
599
Goals
1
Assists
0
Started
6/15
Min / app
40
Cards
2Y 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 Ramos…

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 €700k

Checking API
EmergingEstablishedEliteWorld Class€2M€10M€30M€100k€1M€100MMarket €700kModel A €1.9M

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 2,065 defenders

Gui Ramos's percentiles among defenders: Goals per 90 95th, Assists per 90 17th, Minutes, two years 3rd, Starts 3rd, Minutes, last 365 days 10th, European club minutes 30th95thGoals17thAssists3rdMinutes3rdStarts10thRecent30thEurope

Dashed ring: the defender median (50th percentile)

Goals per 90

Club goals per 90 minutes played in the two years to the valuation date.

0.15 this player0.03 defender median95th percentile

0.00peer deciles · median line · this player ●0.41

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
€50k
Sept 2016
Peak
€2M
Mar 2022
Model target
€700k
Dec 2025
Valuations
22
6 club changes
Dec 2025€700kHamburger SVValuation the model is trained to reproduce

Dec 2025: €700k, Hamburger SV. Dotted lines mark the €2M, €10M and €30M tier boundaries.

Show as a table
DateMarket valueClub
2016-09-30€50kSporting CP B
2017-06-30€75kSporting CP B
2017-09-08€50kSporting CP B
2018-02-23€50kSporting CP B
2018-06-29€100kSporting CP B
2019-02-12€350kCD Mafra
2019-06-29€350kCD Mafra
2019-12-31€225kCD Feirense
2020-11-02€350kCD Feirense
2021-02-02€1MCD Feirense
2021-06-29€800kCD Feirense
2021-12-22€800kArminia Bielefeld
2022-03-24€2MArminia Bielefeld
2022-06-09€2MArminia Bielefeld
2022-09-28€1.2MArminia Bielefeld
2022-11-30€1MArminia Bielefeld
2023-06-28€1MArminia Bielefeld
2023-12-15€1.2MHamburger SV
2024-06-06€900kHamburger SV
2024-12-19€800kCD Santa Clara
2025-05-30€700kCD Santa Clara
2025-12-19€700kHamburger SV

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
−0.997

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 →

Bundesliga451 players · median €5M

Valued above 3% of the 451 Bundesliga players.

€300k€2M€15M€100M€700kSee them in the Explorer →

Defenders, all leagues2,065 players · median €2M

Valued above 26% of the 2,065 defenders.

€20k€200k€2M€20M€700kSee them in the Explorer →

Where Ramos 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).