FairValue

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  • EnvironmentOverviewWhat FairValue measures, what it found, where to go next.
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Portrait of James Trafford

James

Trafford

GKEngland · Manchester City

№ 566799Elite €11.3M +0.80

Image: FootyLogos

Player dossierPremier League

JamesTrafford

GKGoalkeeperGoalkeeper

Club
Manchester City
League
Premier League
Nationality
England
Age
23
Height
192 cm
Foot
Right
Valued
3 Jun 2026

Reading the valuation

The market values Trafford at €25M. Model A, which never saw Trafford during training, estimates €11.3M: the market value is 122% above that estimate.

That is a factor of ×2.22. 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 €1.8M, 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.

▲ +0.80A €11.3M▲ +2.64B €1.8M
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
16
Minutes
1,440
Started
16/16
Min / app
90
Cards
0Y 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 Trafford…

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 €25M

Checking API
EmergingEstablishedEliteWorld Class€2M€10M€30M€100k€1M€100MMarket €25MModel A €11.3M

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 485 goalkeepers

James Trafford's percentiles among goalkeepers: Minutes, two years 28th, Starts 62nd, Minutes, last 365 days 47th, European club minutes 69th28thMinutes62ndStarts47thRecent69thEurope

Dashed ring: the goalkeeper median (50th percentile)

European club minutes

Share of minutes played in UEFA club competitions.

6% this player0% goalkeeper median69th percentile

0%peer deciles · median line · this player ●86%

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
€1M
Jun 2022
Peak
€30M
Oct 2025
Model target
€25M
Jun 2026
Valuations
12
3 club changes
Jun 2026€25MManchester CityValuation the model is trained to reproduce

Jun 2026: €25M, Manchester City. Dotted lines mark the €2M, €10M and €30M tier boundaries.

Show as a table
DateMarket valueClub
2022-06-15€1MBolton Wanderers
2023-04-05€2.5MBolton Wanderers
2023-07-12€15MManchester City
2023-12-19€15MBurnley FC
2024-03-14€18MBurnley FC
2024-05-27€18MBurnley FC
2024-12-30€18MBurnley FC
2025-03-28€20MBurnley FC
2025-05-27€22MBurnley FC
2025-10-17€30MManchester City
2025-12-09€25MManchester City
2026-06-03€25MManchester City

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
+0.797

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 63% of the 555 Premier League players.

€150k€1M€7.5M€50M€25MSee them in the Explorer →

Goalkeepers, all leagues485 players · median €1M

Valued above 96% of the 485 goalkeepers.

€20k€200k€2M€20M€25MSee them in the Explorer →

Where Trafford 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).