FairValue

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  • EnvironmentOverviewWhat FairValue measures, what it found, where to go next.
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Adam

Montgomery

LBScotland · Celtic FC

№ 757272Emerging €432k −0.08

Player dossierPremiership

AdamMontgomery

LBLeft-BackDefender

Club
Celtic FC
League
Premiership
Nationality
Scotland
Age
23
Height
173 cm
Foot
Left
Valued
20 May 2026

Reading the valuation

The market values Montgomery at €400k. Model A, which never saw Montgomery during training, estimates €432k: the market value is 7% below that estimate.

That is a factor of ×1.08. 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 €472k, 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.

▼ −0.08A €432k▼ −0.17B €472k
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
9
Minutes
669
Goals
0
Assists
1
Started
8/9
Min / app
74
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 Montgomery…

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 €400k

Checking API
EmergingEstablishedEliteWorld Class€2M€10M€30M€100k€1M€100MMarket €400kModel A €432k

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

Adam Montgomery's percentiles among defenders: Goals per 90 18th, Assists per 90 85th, Minutes, two years 5th, Starts 66th, Minutes, last 365 days 17th, European club minutes 30th18thGoals85thAssists5thMinutes66thStarts17thRecent30thEurope

Dashed ring: the defender median (50th percentile)

Assists per 90

Club assists per 90 minutes in the same window.

0.13 this player0.04 defender median85th 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
Jun 2021
Peak
€500k
Dec 2022
Model target
€400k
May 2026
Valuations
11
7 club changes
May 2026€400kCeltic FCValuation the model is trained to reproduce

May 2026: €400k, Celtic FC. Dotted lines mark the €2M, €10M and €30M tier boundaries.

Show as a table
DateMarket valueClub
2021-06-24€150kCeltic FC B
2021-12-31€450kCeltic FC
2022-06-27€450kCeltic FC
2022-12-13€500kSt. Johnstone FC
2023-06-26€500kCeltic FC
2023-12-27€500kFleetwood Town
2024-05-30€500kCeltic FC
2024-12-03€500kCeltic FC
2025-10-08€500kLivingston FC
2025-12-10€400kLivingston FC
2026-05-20€400kCeltic FC

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
−0.076

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 →

Premiership311 players · median €400k

Valued above 50% of the 311 Premiership players.

€20k€150k€1M€7.5M€400kSee them in the Explorer →

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

Valued above 14% of the 2,065 defenders.

€20k€200k€2M€20M€400kSee them in the Explorer →

Where Montgomery 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).