Ayrton Bourn is a PhD student in the UCL Energy Systems & AI Lab where his research focuses on applying machine learning to wind power and electricity price forecasting. Ayrton's Subak Fellowship was based around improving the ability to link and automatically extract energy data. To this end he has been developing a framework that enables users to describe relationships between assets and datasets, as well as tools which can automate analysis of that data.