Connolly previously served as a staff researcher at the Earth Institute’s Center for International Earth Science Information Network (CIESIN) and at the Columbia Graduate School of Architecture, Planning and Preservation’s Spatial Information Design Lab (SIDL) where he developed expertise in spatial analytic tools including ArcGIS and spatial statistics. At these labs he analyzed global poverty and mapped data on the movements of recently released prisoners through New York City, among other projects.