Awareness in Practice: Tensions in Access to Sensitive Attribute Data for Antidiscrimination

Miranda Bogen, Aaron Rieke, Shazeda Ahmed

Organizations cannot address demographic disparities that they cannot see. Recent research on machine learning and fairness has emphasized that awareness of sensitive attributes, s…