Scoutend(Graduation Project)

Scoutend – A Football Scouting & Analytics Platform

Over the past year, I’ve led the development of Scoutend, a full-stack web platform designed to bring data-driven football scouting and analytics to clubs, analysts, scouts, and fans alike.

What is Scoutend?

A comprehensive scouting platform combining intuitive design with robust machine learning and real-time analytics. Built using a modern tech stack (Supabase, Scikit-learn, Python, and more), it turns raw performance data into actionable insights.

Key Features:

- Interactive Player & Club Profiles

- Advanced Search & Filtering

- Performance Analytics (Goals, xG/xA, Pass Accuracy, etc.)

- Player Comparison Tools

- Predictive ML Models (xG/xA, Player Output)

- Clustering (KMeans) for Similarity & Role Discovery

- Visual Dashboards (Radars, Heatmaps)

- Integrated Data from FBref, Sofifa, SpeedsDB, and more

Vision & Impact

Scoutend aims to bridge traditional football scouting with modern data science, uncovering hidden talent and empowering smarter, evidence-based decisions.

This is just the beginning — I’m now eager to explore data science opportunities in the fields of sports analytics, machine learning, and AI.