Nabil ShehadehAll Projects
AI Projects · Sports Analytics

Fantasy Football Analytics Engine

An advanced player valuation model combining market dynamics, expected goal metrics, and on-field performance to surface undervalued picks and elite differentials.

Football AnalyticsAI ValuationxG/xAReactSports Data
Team of the Week

Team of the Week

Algorithmically selected based on Value Efficiency

Goalkeeper

G

Gregor Kobel

Borussia Dortmund

Defenders

A

Achraf Hakimi

Paris Saint-Germain

A

Alessandro Bastoni

Inter Milan

R

Ruben Dias

Manchester City

A

A. Davies

Bayern Munich

Midfielders

K

Kevin De Bruyne

Manchester City

K

K. De Bruyne

Manchester City

J

Jude Bellingham

Real Madrid

Forwards

V

Vinicius Junior

Real Madrid

K

Kylian Mbappé

Real Madrid

E

Erling Haaland

Manchester City

Player Recommendations

Player Recommendations

AI-powered picks based on form, value efficiency, and projected performance

Top Picks for Midfielder

K

Kevin De Bruyne

Manchester City

76.53

Value Eff.

7.8

Form

€70M

Value

BUY
Rising
K

K. De Bruyne

Manchester City

43.73

Value Eff.

9.2

Form

€70M

Value

BUY
Rising
T

Tijjani Reijnders

AC Milan

39.14

Value Eff.

8.3

Form

€40M

Value

BUY
Rising

Players at Risk

G

Gavi

FC Barcelona

23.55

Value Eff.

5.2

Form

€90M

Value

AVOID
Declining
K

Kevin De Bruyne

Manchester City

76.53

Value Eff.

7.8

Form

€70M

Value

AVOID
Declining
Top 20 Players by Value

Top 20 Value Efficiency Players

Players delivering the highest on-field value relative to their market price. (Min. 500 minutes played)

RankPlayerPositionAgeOn-Field ValueFinancial ValueValue EfficiencyForm
1
R
Robert Lewandowski
Barcelona
Forward
35281.9€22.5M125.28
2
V
Viktor Tsygankov
Girona
Forward
26238.0€27.5M86.53
3
K
Kevin De Bruyne
Manchester City
Midfielder
33262.5€34.3M76.53
4
A
Artem Dovbyk
AS Roma
Forward
27244.9€38.5M63.62
5
M
Mohamed Salah
Liverpool
Forward
32314.2€52.0M60.42
6
K
K. De Bruyne
Manchester City
Midfielder
32244.9€56.0M43.73
7
K
Kevin De Bruyne
Manchester City
Midfielder
32244.7€60.0M40.78
8
T
Tijjani Reijnders
AC Milan
Midfielder
25172.2€44.0M39.14
9
D
Douglas Luiz
Juventus
Midfielder
26201.1€55.0M36.56
10
C
C. Palmer
Chelsea
Midfielder
22202.4€60.5M33.45
11
V
Virgil van Dijk
Liverpool
Defender
3396.4€31.5M30.60
12
T
Tijjani Reijnders
AC Milan
Midfielder
25174.7€60.5M28.88
13
R
Rafael Leao
AC Milan
Forward
25261.8€99.0M26.45
14
A
Antonio Rudiger
Real Madrid
Defender
3191.4€36.0M25.40
15
M
Martin Odegaard
Arsenal
Midfielder
25229.8€93.5M24.58
16
H
H. Kane
Bayern Munich
Forward
30296.3€121.0M24.49
17
K
Kylian Mbappe
Real Madrid
Forward
26298.7€123.2M24.24
18
J
J. Stones
Manchester City
Defender
2970.9€29.3M24.22
19
V
Virgil van Dijk
Liverpool
Defender
32105.6€44.0M24.00
20
G
Gavi
FC Barcelona
Midfielder
20163.2€69.3M23.55
How Value Is Calculated

On-Field Value (OV)

A weighted performance score combining

xG
,
xA
,
xT
,
Progressive Passes
, and
Defensive Actions
, adjusted for position and recent form.

Financial Value (FV)

Market value adjusted for

Age Curves
,
Contract Length
, and
Injury Status
to reflect true transfer worth in current market conditions.

Value Efficiency (VE)

The holy grail metric: OV ÷ FV. High VE indicates players outperforming their market price—perfect for fantasy value picks and transfer targets.

Nabil Shehadeh · nshehadeh@usc.edu2025