A little about me.

Understanding the problem comes first.

I enjoy working out what people actually need, understanding their constraints, and turning that into a design a team can deliver. My work connects product needs, architecture, data contracts, implementation, and acceptance criteria.

At Vodafone, my current focus is data and reporting. Earlier work includes telecommunications analytics, reconciliation, and AI prototypes involving retrieval, tool-using agents, and evaluation.

Before that, I worked in transport and mobility analytics at AECOM, Citi Logik, and Amey. At Citi Logik, I was technical lead for an EV charge-point analysis and forecasting product, developing its methodology and PySpark pipeline.

Building is how I keep learning.

My direct programming experience centres on Python, PySpark, and SQL. I also direct, review, and validate agent-assisted development, including web applications and cloud infrastructure.

My independent projects give me room to explore the whole product: the problem, the data, the interface, and what it takes to operate it. This site is a place to make that work, and the thinking behind it, visible.