An increasing fraction of human interactions are digitally captured. These digital breadcrumbs create enormous opportunities for ground breaking social science, to look at societal phenomena at a scale and granularity heretofore impossible. This talk will discuss what some of the potential scientific opportunities are, as well the potential barriers to the emergence of a “computational social science".