FairValue

Checking model

Esc

  • EnvironmentOverviewWhat FairValue measures, what it found, where to go next.
  • EnvironmentTerminalExplore, compare and track players; market, league and model views.
  • EnvironmentStoriesValuations, head-to-heads and research findings, told as stories.
  • TerminalPlayer ExplorerSearch, filter and sort the player export.
  • TerminalComparison StudioTwo to four players on one scale.
  • TerminalWatchlistsNamed collections, kept in this browser.
  • TerminalMarket LandscapeHow observed value is distributed, and where the model drifts.

↑ ↓ to move · Enter to open · Esc to closeLoading player index…

Portrait of Benjamin Pavard

Benjamin

Pavard

CBFrance · Olympique Marseille

№ 353366Elite €9.3M +0.25

Close-up

Image: FootyLogos

Player dossierLigue 1

BenjaminPavard

CBCentre-BackDefender

Club
Olympique Marseille
League
Ligue 1
Nationality
France
Age
30
Height
186 cm
Foot
Right
Valued
1 Jun 2026

Reading the valuation

The market values Pavard at €12M. Model A, which never saw Pavard during training, estimates €9.3M: the market value is 29% above that estimate.

That is a factor of ×1.29. Model A's typical held-out miss is ×1.50 either way, so this gap is within its usual error.

Without league and club, Model B estimates €9.9M, 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.

▲ +0.25A €9.3M▲ +0.19B €9.9M
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
73
Minutes
5,317
Goals
2
Assists
3
Started
61/73
Min / app
73
Cards
15Y 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 Pavard…

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 €12M

Checking API
EmergingEstablishedEliteWorld Class€2M€10M€30M€100k€1M€100MMarket €12MModel A €9.3M

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

Benjamin Pavard's percentiles among defenders: Goals per 90 52nd, Assists per 90 57th, Minutes, two years 87th, Starts 52nd, Minutes, last 365 days 82nd, European club minutes 94th52ndGoals57thAssists87thMinutes52ndStarts82ndRecent94thEurope

Dashed ring: the defender median (50th percentile)

European club minutes

Share of minutes played in UEFA club competitions.

28% this player0% defender median94th percentile

0%peer deciles · median line · this player ●85%

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
€250k
Jul 2015
Peak
€50M
Mar 2024
Model target
€12M
Jun 2026
Valuations
36
4 club changes
Jun 2026€12MOlympique MarseilleValuation the model is trained to reproduce

Jun 2026: €12M, Olympique Marseille. Dotted lines mark the €2M, €10M and €30M tier boundaries.

Show as a table
DateMarket valueClub
2015-07-02€250kLOSC Lille
2015-09-06€500kLOSC Lille
2016-02-04€800kLOSC Lille
2016-07-13€800kLOSC Lille
2016-10-06€3MVfB Stuttgart
2017-01-23€3MVfB Stuttgart
2017-06-27€3.5MVfB Stuttgart
2017-10-18€5MVfB Stuttgart
2017-12-28€12MVfB Stuttgart
2018-04-04€25MVfB Stuttgart
2018-06-05€30MVfB Stuttgart
2018-07-16€40MVfB Stuttgart
2018-12-18€35MVfB Stuttgart
2019-06-05€30MVfB Stuttgart
2019-10-02€35MBayern Munich
2019-12-17€35MBayern Munich
2020-04-08€28MBayern Munich
2020-07-08€40MBayern Munich
2020-09-16€45MBayern Munich
2021-02-10€35MBayern Munich
2021-06-01€35MBayern Munich
2021-12-22€30MBayern Munich
2022-06-09€30MBayern Munich
2022-11-09€35MBayern Munich
2023-06-22€40MBayern Munich
2023-12-20€40MInter Milan
2024-03-12€50MInter Milan
2024-06-05€50MInter Milan
2024-10-18€45MInter Milan
2024-12-18€40MInter Milan
2025-03-25€30MInter Milan
2025-06-17€25MInter Milan
2025-10-10€20MOlympique Marseille
2025-12-15€20MOlympique Marseille
2026-03-27€15MOlympique Marseille
2026-06-01€12MOlympique Marseille

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
+0.253

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

Valued above 72% of the 423 Ligue 1 players.

€100k€750k€5M€30M€12MSee them in the Explorer →

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

Valued above 84% of the 2,065 defenders.

€20k€200k€2M€20M€12MSee them in the Explorer →

Where Pavard 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).