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 Rayan Aït-Nouri

Rayan

Aït-Nouri

LBAlgeria · Manchester City

№ 578391World Class €30.2M +0.28

Image: FootyLogos

Player dossierPremier League

RayanAït-Nouri

LBLeft-BackDefender

Club
Manchester City
League
Premier League
Nationality
Algeria
Age
24
Height
180 cm
Foot
Left
Valued
3 Jun 2026

Reading the valuation

The market values Aït-Nouri at €40M. Model A, which never saw Aït-Nouri during training, estimates €30.2M: the market value is 33% above that estimate.

That is a factor of ×1.33. 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 €15.9M, 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.

▲ +0.28A €30.2M▲ +0.92B €15.9M
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
72
Minutes
5,297
Goals
5
Assists
13
Started
63/72
Min / app
74
Cards
12Y 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 Aït-Nouri…

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 €40M

Checking API
EmergingEstablishedEliteWorld Class€2M€10M€30M€100k€1M€100MMarket €40MModel A €30.2M

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

Rayan Aït-Nouri's percentiles among defenders: Goals per 90 81st, Assists per 90 97th, Minutes, two years 87th, Starts 62nd, Minutes, last 365 days 58th, European club minutes 74th81stGoals97thAssists87thMinutes62ndStarts58thRecent74thEurope

Dashed ring: the defender median (50th percentile)

Assists per 90

Club assists per 90 minutes in the same window.

0.22 this player0.04 defender median97th percentile

0.00peer deciles · median line · this player ●0.58

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
€150k
Sept 2018
Peak
€40M
Oct 2025
Model target
€40M
Jun 2026
Valuations
25
2 club changes
Jun 2026€40MManchester CityValuation the model is trained to reproduce

Jun 2026: €40M, Manchester City. Dotted lines mark the €2M, €10M and €30M tier boundaries.

Show as a table
DateMarket valueClub
2018-09-06€150kAngers SCO
2018-12-17€150kAngers SCO
2019-06-03€500kAngers SCO
2019-09-27€6MAngers SCO
2019-12-19€12MAngers SCO
2020-02-11€17MAngers SCO
2020-04-08€15.5MAngers SCO
2020-08-03€20MAngers SCO
2020-10-13€20MWolverhampton Wanderers
2021-03-18€20MWolverhampton Wanderers
2021-06-08€18MWolverhampton Wanderers
2021-12-23€15MWolverhampton Wanderers
2022-06-15€20MWolverhampton Wanderers
2022-09-15€22MWolverhampton Wanderers
2022-11-03€22MWolverhampton Wanderers
2023-06-20€22MWolverhampton Wanderers
2023-10-09€25MWolverhampton Wanderers
2023-12-19€28MWolverhampton Wanderers
2024-03-14€32MWolverhampton Wanderers
2024-05-27€35MWolverhampton Wanderers
2024-12-16€35MWolverhampton Wanderers
2025-05-30€35MWolverhampton Wanderers
2025-10-17€40MManchester City
2025-12-09€40MManchester City
2026-06-03€40MManchester City

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
+0.282

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 →

Premier League555 players · median €18M

Valued above 83% of the 555 Premier League players.

€150k€1M€7.5M€50M€40MSee them in the Explorer →

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

Valued above 97% of the 2,065 defenders.

€20k€200k€2M€20M€40MSee them in the Explorer →

Where Aït-Nouri 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).