FairValue

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  • EnvironmentOverviewWhat FairValue measures, what it found, where to go next.
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Portrait of Ricardo Pepi

Ricardo

Pepi

CFUnited States · PSV Eindhoven

№ 627207World Class €17.4M +0.55

Photo: Bryan Berlin / WikiPortraits, CC BY-SA 4.0 (background removed)

Player dossierEredivisie

RicardoPepi

CFCentre-ForwardAttack

Club
PSV Eindhoven
League
Eredivisie
Nationality
United States
Age
23
Height
185 cm
Foot
Right
Valued
28 May 2026

Reading the valuation

The market values Pepi at €30M. Model A, which never saw Pepi during training, estimates €17.4M: the market value is 73% above that estimate.

That is a factor of ×1.73. 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 €15.7M, 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.

▲ +0.55A €17.4M▲ +0.65B €15.7M
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
62
Minutes
2,760
Goals
36
Assists
5
Started
26/62
Min / app
45
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 Pepi…

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 €30M

Checking API
EmergingEstablishedEliteWorld Class€2M€10M€30M€100k€1M€100MMarket €30MModel A €17.4M

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 1,583 attackers

Ricardo Pepi's percentiles among attackers: Goals per 90 100th, Assists per 90 56th, Minutes, two years 62nd, Starts 24th, Minutes, last 365 days 64th, European club minutes 72nd100thGoals56thAssists62ndMinutes24thStarts64thRecent72ndEurope

Dashed ring: the attacker median (50th percentile)

Goals per 90

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

1.17 this player0.26 attacker median100th percentile

0.00peer deciles · median line · this player ●1.17

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
€400k
Oct 2019
Peak
€30M
May 2026
Model target
€30M
May 2026
Valuations
17
3 club changes
May 2026€30MPSV EindhovenValuation the model is trained to reproduce

May 2026: €30M, PSV Eindhoven. Dotted lines mark the €2M, €10M and €30M tier boundaries.

Show as a table
DateMarket valueClub
2019-10-25€400kFC Dallas
2020-04-08€350kFC Dallas
2020-08-26€600kFC Dallas
2020-12-18€1MFC Dallas
2021-07-09€2.5MFC Dallas
2021-11-09€8MFC Dallas
2022-03-24€10MFC Augsburg
2022-06-09€9MFC Augsburg
2022-11-11€9MFC Groningen
2023-06-23€9MFC Groningen
2023-12-15€11MPSV Eindhoven
2024-05-31€12MPSV Eindhoven
2024-12-17€18MPSV Eindhoven
2025-05-28€16MPSV Eindhoven
2025-12-02€15MPSV Eindhoven
2026-03-11€25MPSV Eindhoven
2026-05-28€30MPSV Eindhoven

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
+0.547

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 →

Eredivisie425 players · median €1M

3rd highest observed value among 425 Eredivisie players.

€75k€500k€3M€20M€30MSee them in the Explorer →

Attackers, all leagues1,583 players · median €2.5M

Valued above 92% of the 1,583 attackers.

€20k€300k€5M€75M€30MSee them in the Explorer →

Where Pepi 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).