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rberkkaratas/README.md

R. Berk Karataş

Football Data Analyst • Economics & Management Student • Python Enthusiast


⚽ About Me

I am a second-year Economics & Management student at the University of Siena, specialising in football analytics, data analysis, and performance insights.

I build football data projects using:

  • 📊 FBref
  • 🎯 StatsBomb
  • 🔍 Transfermarkt
  • ⚙️ custom scouting/league data pipelines

My aim is to work as a Football Data Analyst in a professional club or analytics company - leveraging both my economic training and football understanding.


🛠 Technical Skills

Domain Technologies
Data Analysis & Visualization Pandas NumPy Matplotlib mplsoccer Plotly
ML & AI Scikit-learn XGBoost LightGBM
Football Data Stack StatsBombPy ScraperFC FBref Scraping Transfermarkt Pipelines
Backend & Tools Python FastAPI Docker PostgreSQL
Other Git Linux

📌 Featured Projects

Project Description Stack
📈 League-Season Explorer Full exploratory analysis pipeline for league-season datasets (Serie A 24/25). Includes tables, visualizations, and custom metrics. Pandas mplsoccer Plotly
🔍 Transfermarkt Scraper & Parser End-to-end scraping → parsing → clean table pipeline for player and team data. ScraperFC Python
📊 FM24 Squad Intelligence Hub (WIP) A “mini SciSports + FBref” tool for evaluating players using FM24 exports. League-only analysis, role scores, radars & benchmarks. Python Pandas Altair
⚽ Shotmaps & xG Flow Visualizer Custom shot map generator + match timeline tools for analytics reports. mplsoccer Matplotlib

🚀 What I’m Working On

  • Building FM24 Squad Intelligence Hub (Serie A only)
  • Improving Transfermarkt scraping pipeline
  • Creating my football analytics portfolio with real club-focused insights
  • Learning Git workflows, clean architecture & reproducible analytics

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