I work on football data projects focused on turning match data into useful analysis and insights -- through visualisation, modelling, and clean pipelines. Everything here is a learning project, built seriously.
| Project | What it does |
|---|---|
| Debra -- Football Analytics RAG Chatbot | A RAG-powered football analytics chatbot that lowers the barrier to entry into football analytics by teaching football concepts, terminology, match events, and data interpretation. Live Demo |
| AFCON 2023 Final -- Passing Analysis | Individual and team passing maps for the AFCON 2023 Final. Built on StatsBomb event data with mplsoccer and matplotlib. |
| AFCON 2023 Final -- Match Dashboard | End-to-end match analysis dashboard: passing networks, shot maps, xG flow, and team statistics in a single publication-ready figure. Template for any StatsBomb-covered match. |
Match Analysis - Passing networks, shot maps, xG flow, heatmaps, pitch control, possession value models
Recruitment and Scouting - Player similarity models, clustering, role detection, player profiling, squad analysis tools
Expected Metrics and ML - xG, xA, xT, match prediction models, team style classification
Statistical Modelling - Probability models, regression, spatial analysis, tactical metrics derivation, match simulation
Data Engineering - ETL pipelines, event data processing, API integration, PostgreSQL and MongoDB workflows, data cleaning and validation
AI Applications - Retrieval-augmented generation, conversational agents, vector search, football knowledge assistants
| Category | Tools |
|---|---|
| Main Languages & Querying |    |
| Data & ML |     |
| AI & Tools |    |
| Web Applications |     |
| Football Data |     |
| Visualisation |     |
| Databases & Deployment |      |
| Notebooks & Environments |   |
| Version Control |   |
"As someone who loves football, I want to give something back to the game and help it develop further." ~ Franz Beckenbauer
If you work in football analytics, sports tech, recruitment, or performance analysis -- reach out via LinkedIn or follow my work on Medium and Substack.