Lead development of structured-data models for early-warning, forecasting, contact strategy, prescriptive analytics and AI agents. Deploy and monitor production ML, collaborate with product and engineering, design experiments, ensure explainability and fairness, and deliver time-boxed, shippable data products.

Lead and deliver SaaS implementations for social housing clients: gather requirements, scope and configure solutions, manage data cleansing and pilots, produce client documentation, coordinate internal teams, report to PMO, and support launch and hyper-care with occasional travel.