Ciara is a graduate student in the Faculty of Information at the University of Toronto, focused on data science and information management research. Having completed her BSc in McMaster’s Integrated Science Program, Ciara joined SNAP work on data management and analysis in 2019 and is now a contributing member to project publications. Ciara can be contacted at ciara.zogheib@gmail.com