Open Data

A research lecture showing how a volunteer team mapped out the UK Companies House beneficial ownership registry using open-source neo4j graph structures to flag cyclical loops, fake shell addresses, and corporate corruption.

Early data engineering presentation mapping 4.6 million public UK business entries into a graph database to identify system leaks, data validation flaws, and illegal circular control frameworks.