Aubrey HB is the Director of Advanced Analytics for Nationwide Building Society. Since graduating with a PhD in Pure Mathematics, she has focused her career on establishing and growing centralised advanced analytics (AI, ML and Data Science) capabilities servicing entire organisations in the Telecommunications, Publishing, Entertainment, Healthcare, and Financial Services industries. Because truly transformative data science relies not only on (1) a comprehensive understanding of the core mathematical principles underpinning the analytics, but also on (2) the features of the computational environment available, as well as (3) the accessibility, organisation, and quality of data upon which to perform analytics, Aubrey has devoted her career to becoming an expert leader in all three of these interrelated and inextricably-linked technical solutioning spaces.