The tools and methodologies of topology find application in data analytics when one tries to view data as reflecting some underlying shape; inference then corresponds to the topological maneuver of extracting invariants of this putative shape. The practical implementation of this schema requires cross-disciplinary expertise and is the focus of Jay’s collaborative work with the Colfax Research team. Jay Shah holds a Ph. D. degree from the Massachusetts Institute of Technology for his research in mathematics.