Big Data has opened up several opportunities to obtain new insights on cities. We invite papers at the intersection of the urban social sciences and the data sciences to be presented in an NSF-sponsored workshop to be held on Aug 11-12, 2014, in the University of Illinois at Chicago, Chicago, Illinois.