FairValue

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Zach

Muscat

CBMalta · GD Chaves

№ 198722Emerging €184k −0.21

Player dossierLiga Portugal

ZachMuscat

CBCentre-BackDefender

Club
GD Chaves
League
Liga Portugal
Nationality
Malta
Age
32
Height
184 cm
Foot
Right
Valued
22 Dec 2025

Reading the valuation

The market values Muscat at €150k. Model A, which never saw Muscat during training, estimates €184k: the market value is 19% below that estimate.

That is a factor of ×1.23. 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 €247k, 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.

▼ −0.21A €184k▼ −0.50B €247k
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
12
Minutes
895
Goals
1
Assists
0
Started
10/12
Min / app
75
Cards
4Y 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 Muscat…

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 €150k

Checking API
EmergingEstablishedEliteWorld Class€2M€10M€30M€100k€1M€100MMarket €150kModel A €184k

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

Zach Muscat's percentiles among defenders: Goals per 90 87th, Assists per 90 17th, Minutes, two years 10th, Starts 52nd, Minutes, last 365 days 1st, European club minutes 30th87thGoals17thAssists10thMinutes52ndStarts1stRecent30thEurope

Dashed ring: the defender median (50th percentile)

Goals per 90

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

0.10 this player0.03 defender median87th percentile

0.00peer deciles · median line · this player ●0.41

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
€75k
Dec 2012
Peak
€500k
Dec 2023
Model target
€150k
Dec 2025
Valuations
21
8 club changes
Dec 2025€150kGD ChavesValuation the model is trained to reproduce

Dec 2025: €150k, GD Chaves. Dotted lines mark the €2M, €10M and €30M tier boundaries.

Show as a table
DateMarket valueClub
2012-12-22€75kBirkirkara FC
2015-07-01€150kBirkirkara FC
2016-01-19€175kSS Akragas Città dei Templi
2016-06-22€225kSS Akragas Città dei Templi
2016-12-12€250kUS Arezzo
2017-06-20€275kUS Arezzo
2017-12-18€250kUS Arezzo
2018-06-19€250kUS Arezzo
2018-12-13€200kUS Pistoiese 1921
2020-11-02€250kCasa Pia AC
2021-06-29€300kCasa Pia AC
2022-04-01€400kCasa Pia AC
2022-06-27€400kCasa Pia AC
2022-12-28€400kSC Farense
2023-06-28€350kSC Farense
2023-12-27€500kSC Farense
2024-06-06€400kSC Farense
2024-10-16€350kWithout Club
2025-04-02€300kSanliurfaspor
2025-06-25€300kSanliurfaspor
2025-12-22€150kGD Chaves

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
−0.205

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 →

Liga Portugal423 players · median €1M

Valued above 4% of the 423 Liga Portugal players.

€20k€200k€2M€20M€150kSee them in the Explorer →

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

Valued above 3% of the 2,065 defenders.

€20k€200k€2M€20M€150kSee them in the Explorer →

Where Muscat 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).