What would happen if hundreds of social scientists and data scientists worked together on a scientific challenge to improve the lives of disadvantaged children in the United States? The Fragile Families Challenge, an ongoing mass research collaboration that uses “big data” collected as part of Princeton University’s Fragile Families and Child Wellbeing Study, is attempting to answer just that.