FairValue

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

Simão

CMPortugal · FC Arouca

№ 70359Emerging €188k −0.63

Player dossierLiga Portugal

DavidSimão

CMCentral MidfieldMidfield

Club
FC Arouca
League
Liga Portugal
Nationality
Portugal
Age
35
Height
183 cm
Foot
Left
Valued
18 Dec 2025

Reading the valuation

The market values Simão at €100k. Model A, which never saw Simão during training, estimates €188k: the market value is 47% below that estimate.

That is a factor of ×1.88. 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 €213k, 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.

▼ −0.63A €188k▼ −0.75B €213k
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
55
Minutes
4,022
Goals
1
Assists
4
Started
50/55
Min / app
73
Cards
17Y 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 Simão…

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 €100k

Checking API
EmergingEstablishedEliteWorld Class€2M€10M€30M€100k€1M€100MMarket €100kModel A €188k

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 1,687 midfielders

David Simão's percentiles among midfielders: Goals per 90 22nd, Assists per 90 48th, Minutes, two years 74th, Starts 88th, Minutes, last 365 days 46th, European club minutes 30th22ndGoals48thAssists74thMinutes88thStarts46thRecent30thEurope

Dashed ring: the midfielder median (50th percentile)

Starts

Share of appearances started rather than entered from the bench.

91% this player69% midfielder median88th percentile

7%peer deciles · median line · this player ●100%

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
€200k
Jul 2010
Peak
€2.5M
Apr 2013
Model target
€100k
Dec 2025
Valuations
33
12 club changes
Dec 2025€100kFC AroucaValuation the model is trained to reproduce

Dec 2025: €100k, FC Arouca. Dotted lines mark the €2M, €10M and €30M tier boundaries.

Show as a table
DateMarket valueClub
2010-07-14€200kSL Benfica
2011-02-04€900kFC Paços de Ferreira
2011-06-28€1.4MFC Paços de Ferreira
2012-02-02€1.5MAcadémica Coimbra
2012-07-02€2MSL Benfica
2013-04-03€2.5MCS Marítimo
2013-07-02€2.5MFC Arouca
2014-07-25€2.5MFC Arouca
2015-02-17€2.4MFC Arouca
2015-07-01€1.8MFC Arouca
2016-02-24€1.5MFC Arouca
2016-08-01€1.5MCSKA-Sofia
2017-01-28€1.6MCSKA-Sofia
2017-08-23€2MCSKA-Sofia
2018-02-07€1.5MBoavista FC
2018-06-13€1.5MBoavista FC
2019-01-11€1MBoavista FC
2019-06-10€1MRoyal Antwerp FC
2019-09-23€800kAEK Athens
2019-12-18€600kAEK Athens
2020-04-08€475kHapoel Beer Sheva
2020-07-07€300kHapoel Beer Sheva
2021-01-28€300kMoreirense FC
2021-05-21€250kMoreirense FC
2022-03-10€250kFC Arouca
2022-05-31€250kFC Arouca
2022-11-01€250kFC Arouca
2023-06-16€250kFC Arouca
2023-12-27€250kFC Arouca
2024-06-06€200kFC Arouca
2024-12-19€200kFC Arouca
2025-05-30€100kFC Arouca
2025-12-18€100kFC Arouca

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
−0.631

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 2% of the 423 Liga Portugal players.

€20k€200k€2M€20M€100kSee them in the Explorer →

Midfielders, all leagues1,687 players · median €2M

Valued above 0% of the 1,687 midfielders.

€20k€200k€2M€20M€100kSee them in the Explorer →

Where Simão 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).