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⬡ Powered by the SIGMA Model · 20K Players Indexed · 500-Run Monte Carlo Forecasting

STARLAB

The world's most advanced football intelligence platform. Rank, project, scout and build with data that thinks like a director.

20K+
Players Indexed
11
Factor Domains
500
MC Projection Runs
35+
Leagues Covered
Request Early Access Explore Features
starlab.app / rankings
STARLAB Rankings Dashboard
Rankings
Growth Simulator
Value Engine
Scatter Lab
Globe View
Team Builder
Transfer Market
Team Scout
Analytics
Shot Maps
Player Profiles
Compare Players
Rankings
Growth Simulator
Value Engine
Scatter Lab
Globe View
Team Builder
Transfer Market
Team Scout
Analytics
Shot Maps
Player Profiles
Compare Players
Core Score
SCORE
Composite performance index weighted across all 11 factor domains.
Future Value
PRJ
Monte Carlo projection score. Peak trajectory over 500 simulation runs.
Commercial
CPI
Commercial Profile Index — market value, reputation and brand potential.
Efficiency
ROI
Score per €M invested. The backbone of smart squad building decisions.

⬡ Proprietary Methodology

THE
SIGMA
MODEL

STARLAB's forecasting engine doesn't guess. It simulates. The SIGMA Model runs 500 independent Monte Carlo trajectories per player — projecting peak value, decline onset and transfer timing with statistical precision.

S
Simulation Engine
500 independent Monte Carlo runs. Each injects physiologically calibrated variance across all 11 CPI domains.
I
Indexed Growth Curves
Position-specific benchmarks anchor every projection. A striker ages differently from a centre-back.
G
Growth-to-Value Bridge
PRJ score maps directly to projected market value. SIGMA tells you when to buy — years before the market does.
M
Multi-Role Adaptability
As attributes shift with age, SIGMA recalculates tactical role suitability — False Nine, Holding MF, Inverted Wing-Back.
A
Acquisition Signal
BUY / HOLD / SELL output with longevity score, years to peak, complexity rating and projected value delta.
⬡ SIGMA Output · Sample Player · Age 22 500 MC Runs · Confidence: High
Current Score
83.50
SIGMA Peak
93.70
Years to Peak
+7
Value Delta
+€42M
Acquisition Signal
BUY
Domain Projections · Peak vs Now
Sprint
9.1
Finishing
8.6
Mental
9.4
Technique
8.8
Endurance
↓ 6.2
MC Runs
500
Confidence
High

⬡ Core Modules

EVERYTHING YOUR
SCOUTING TEAM NEEDS

⬡ Rankings

RANK EVERY PLAYER ON THE PLANET

Filter 20,000+ players by position, league, age, foot, and a custom CPI factor weighting system. The most granular player database in football analytics.

  • 11 performance factor domains: Sprint, Finishing, Shooting, Creativity, Distribution, Technique, Mental, Defending, Aerial, Power, Endurance
  • Custom CPI weights per position preset — Striker, Minger, Defensive MF, Full-back, Balancer, and more
  • Full-screen expandable table with live sortable columns and team badge integration
  • Multi-filter stacking: league, nation, age range, preferred foot, height, reputation
Rankings Module

⬡ Analytics

TOP 8 IN EVERY DIMENSION

Instant leaderboards across every performance domain. See who leads globally in Sprint, Finishing, Shooting, Creativity, Distribution, Technique, Mental strength, Defending, Aerial, Power and Endurance.

  • Top 8 boards per factor — refreshed with every filter change
  • Position badges colour-coded by role for instant visual parsing
  • PRJ scores alongside domain scores for dual-lens ranking
  • Click through to full player growth trajectory and profile
Analytics Module

⬡ Growth Simulator · SIGMA Model

PROJECT A PLAYER'S ENTIRE CAREER

The SIGMA Model runs 500 Monte Carlo simulations of a player's career arc — producing a confidence-banded trajectory from today to age 42. See exactly when to buy, when to sell, and how much value you'll capture in between.

  • Score / PRJ trajectory with upper and lower confidence bands across 500 MC runs
  • Factor domain trajectories — 11 individual attribute curves diverging with age
  • Year-by-year projection table: delta indicators flag the first year of decline onset in red
  • Tactical Adaptability: SIGMA recalculates role suitability as physical attributes shift (False Nine, Holding MF, Wide Playmaker, Inverted Wing-Back)
  • BUY / HOLD / SELL acquisition signal with longevity score, years to peak and complexity rating
Growth Simulator

⬡ Value Engine

FIND THE MARKET BEFORE IT MOVES

The Acquisition Value Engine cross-references Score × Age × CPI × Projection multiplier to surface undervalued targets and prime-age assets before the market catches on.

  • Top Targets panel — under-23 players with highest projected growth %
  • Prime Value panel — 24–30 players with elite score-to-value ratios
  • Bubble chart: Value vs CPI, size = Score, colour = growth trajectory
  • Click any bubble to open the full player projection profile
Value Engine

⬡ Transfer Market

SMART PLAYER FINDER

Set a budget, filter by position and age range, and let STARLAB surface Wonderkids, Bargain Bins and Elite Targets. 14,477 players sorted by best value for money.

  • Wonderkids — highest projected growth regardless of current score
  • Bargain Bin — high quality at low market price: the most impactful panel in scouting
  • Elite Targets — top-scoring players currently available in your budget range
  • Market overview: filterable results table with Score, PRJ, CPI, value, wages and EPM
Transfer Market

⬡ Team Builder

DESIGN YOUR DREAM SQUAD

Set total budget, target age, squad structure and optimisation priority. STARLAB auto-builds a 25-man squad from 20,000+ players, balanced across every metric and tactical role.

  • Configurable squad structure: GK, CB, FB, MF, Winger, Striker counts
  • Optimisation priorities: Balanced, Score-forward, PRJ-forward
  • Filters by district to league, district to nation and min score threshold
  • Roster output with Starter / Rotation tags, nationality, value, wages, and source club
Team Builder

⬡ Globe View

20,000 PLAYERS.
ZERO BLIND SPOTS.

The STARLAB Globe renders every indexed player as a dot on a 3D interactive world. Rotate, zoom and scroll. Each dot is one player. The density is the density of football talent itself.


Filter by score range, nationality, or position to watch the world reshape in real time. Western Europe lights up. South America blazes. Asia emerges. Football is everywhere.


Player Globe

⬡ Methodology

HOW THE
SIGMA MODEL
THINKS

01
Data Ingestion
20K players from every professional league on the planet are indexed across 50+ raw attributes. Every player re-evaluated on a rolling basis as performance data updates.
02
CPI Scoring
The CPI (Composite Performance Index) normalises raw stats into 11 domain scores. Each domain is weighted per position profile — a striker's Sprint weight differs from a centre-back's.
03
Monte Carlo Projection
500 simulation runs model a player's entire career. Each run injects random variance within physiologically calibrated bounds. The output is a confidence-banded trajectory, not a single point estimate.

⬡ 11 Factor Domains

THE CPI WEIGHTING
ENGINE

Every player is scored across 11 athletic and technical domains. You set the weights per position preset. The engine does the rest.

Sprint
Raw pace, acceleration and top-end speed composite across position-adjusted distances.
Finishing
Goal threat, conversion efficiency, shot placement and penalty area decision quality.
Shooting
Long-range threat, shot power, xG generation and attempts on target frequency.
Creativity
Chance creation, progressive passing, dribble initiation and final-third involvement.
Distribution
Pass accuracy, range, forward-line linkage and build-up play contribution.
Technique
Ball control, first touch quality, dribble success rate and technical ceiling composite.
Mental
Composure, decisions under pressure, leadership indicators and high-stakes performance.
Defending
Tackle success, interception rate, defensive positioning and press engagement.
Aerial
Heading accuracy, aerial duel win rate and set-piece threat in both boxes.
Power
Physical strength, body duel dominance, shielding ability and pressing intensity.
Endurance
Distance covered, high-intensity runs per 90, second-half performance maintenance.
Custom Weights
Drag sliders to reweight any domain. Save presets per position. Your scouting philosophy, encoded.

⬡ Platform Overview

THE FULL
PICTURE

Rankings
⬡ 01 · Rankings
GLOBAL PLAYER RANKINGS
The definitive league table for every footballer on the planet. Sortable by any CPI domain.
Analytics
⬡ 02 · Analytics
DOMAIN LEADERBOARDS
Top 8 in every athletic and technical dimension. Updated live with filter changes.
Growth Simulator
⬡ 03 · Growth Simulator
CAREER TRAJECTORY ENGINE
Monte Carlo projection across 500 simulations. See the peak. See the decline. Act accordingly.
Scatter Lab
⬡ 04 · Scatter Lab
CUSTOM SCATTER ANALYSIS
Plot any two variables against each other. Colour-code by position. Find the pattern no one else can see.
Value Engine
⬡ 05 · Value Engine
ACQUISITION VALUE ENGINE
Score × Age × Projection. Surface underpriced talent before the market catches up.
Globe
⬡ 06 · Globe
3D PLAYER GLOBE
Every player. Every country. One rotating planet. Zoom to a continent, click to a profile.
Teams Analysis
⬡ 07 · Teams Analysis
CROSS-TEAM INTELLIGENCE
Compare squads by average score, CPI, total value, age profile and gap metric. Every club. Every league.
Team Scout
⬡ 08 · Team Scout
LIQUIDATE & REBUILD
Model a full squad rebuild: sell veterans, set targets, buy young. See the before and after delta.
Transfer Market
⬡ 09 · Transfer Market
SMART PLAYER FINDER
Wonderkids, Bargain Bins, Elite Targets. Budget-filtered. Position-sorted. Ready to scout.
Team Builder
⬡ 10 · Team Builder
DESIGN YOUR DREAM SQUAD
Set budget, structure and optimisation. STARLAB builds the squad. You approve the signings.
Player Profile
⬡ 11 · Player Profile
DEEP-DIVE RADAR
Percentile radar, metric bars and historical season data. Every player. Every number.
Compare Players
⬡ 12 · Compare Players
SIDE-BY-SIDE RADAR
Overlay up to 4 players on the same radar. Find similar players via the similarity engine.
Scout Pro
⬡ 13 · Scout Pro
SCOUT BRIEF ENGINE
Position-aware percentile ranking with custom scout briefs. Filter by league, season and role — Goal-scoring 9, All-round Attacker, and more.
Scout Creative 10
⬡ Scout Pro · Player Drilldown
SCORE BREAKDOWN
Click any ranked player for a full percentile drilldown — xA, xChain, xGBuildup, key passes. Understand exactly what drove the score, not just what it is.
Globe South America
⬡ Globe · South America
WHERE TALENT IS BORN
Brazil. Argentina. Colombia. The continent that produces more elite forwards per capita than anywhere on earth — rendered dot by dot.

READY TO SCOUT
SMARTER?

STARLAB is being released to a limited number of partners. If you'd like to see how it could work for your club, let's talk.

Request Early Access Request Demo