Mass quantities of data are being incorporated into predictive systems in an ever-broadening set of fields. In many cases, these algorithms operate in the dark and their use has implications both intentional and unintentional. This talk will cover some of the fairness and accountability issues involved in controlling algorithms for media, policy, and policing.