John Heinz III College. Her current research focuses on problems related to algorithmic fairness, discrimination and transparency in criminal justice and human services applications of risk assessment instruments. In recent work, she has explored the implications of different notions of algorithmic fairness, and has developed statistical methods for conducting model comparisons across various types of task-relevant accuracy and fairness metrics. Dr. Chouldechova received her Ph.D. in Statistics from Stanford University in 2014.