Publications

  1. A causal framework for observational studies of discrimination
    With Johann Gaebler, William Cai, Guillaume Basse, Sharad Goel, and Jennifer Hill (Under review).
  2. Omitted and included variable bias in tests for disparate impact
    With Jongbin Jung, Sam Corbett-Davies, and Sharad Goel (Under review).
  3. Simple rules to guide expert classifications
    With Connor Concannon, Sharad Goel, Daniel G. Goldstein, and Jongbin Jung ​
    Journal of the Royal Statistical Society, Series A, Vol 183, No. 3. 2020.
    [Commentary in Harvard Business Review].
  4. A large-scale analysis of racial disparities in police stops across the United States
    Emma Pierson, Camelia Simoiu, Jan Overgoor, Sam Corbett-Davies, Daniel Jenson, Amy Shoemaker, Vignesh Ramachandran, Phoebe Barghouty, Cheryl Phillips, Ravi Shroff, and Sharad Goel
    Nature Human Behavior, Vol 4, No. 5. 2020.
  5. Bayesian sensitivity analysis for offline policy evaluation
    With Jongbin Jung, Avi Feller, and Sharad Goel
    Conference on AI, Ethics, and Society (AIES 2020).
  6. Statistical tests to audit investigative stops
    Ohio State Journal of Criminal Law, Vol 15, No. 2, 565-571. 2018.
  7. Predictive analytics for city agencies: lessons from children's services
    Big Data, Vol. 5, No. 3, 189-196. 2017.
  8. Combatting police discrimination in the age of big data
    With Sharad Goel, Maya Perelman, and David Sklansky
    New Criminal Law Review, Vol. 20, No. 2, 181-232. 2017.
  9. Personalized risk assessments in the criminal justice system   
    With Sharad Goel and Justin Rao 
    The American Economic Review (Papers and Proceedings). Vol. 106, No. 5, 119-123. 2016.
  10. Precinct or prejudice: understanding racial disparities in New York City's stop-and-frisk policy
    With Sharad Goel and Justin Rao 
    Annals of Applied Statistics, Vol. 10, No. 1, 365-394. 2016.
  11. Indoor trajectory identification: snapping with uncertainty
    Richard Wang, Ravi Shroff, Yilong Zha, Srinivasan Seshan, and Manuela Veloso
    Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2015).
  12. Partial rigidity for CR embeddings of real hypersurfaces into hyperquadrics with small signature difference
    ​    With Peter Ebenfelt
    ​Communications in Analysis and Geometry, Vol 23, No. 1, 159-190. 2015.
  13. CR singular images of generic submanifolds under holomorphic maps
    With Jiří Lebl, André Minor, Duong Son, and Yuan Zhang
    ​Arkiv för Matematik, 52, no. 2, 301-327. 2014.

Book Chapters, Technical Reports, and Workshop Papers

  1. The Accuracy, Equity, and Jurisprudence of Criminal Risk Assessment
    With Sharad Goel, Jennifer Skeem, and Christopher Slobogin
    Research Handbook on Big Data Law (book chapter, to appear).
  2. An Analysis of the Metropolitan Nashville Police Department's Traffic Stop Practices
    With Alex Chohlas-Wood, Sharad Goel, and Amy Shoemaker (technical report, 2018).
  3. Allocation of Pre-Kindergarten Seats in New York City
    Ravi Shroff, Richard Dunks, Jeongki Lim, Haozhe Wang, and Miguel Castro
    The AAAI 2014 Workshop on Semantic Cities (Quebec City, 2014). ​

Ph.D. Thesis

  1. Rigidity properties of CR embeddings into hyperquadrics
    Advisor: Peter Ebenfelt
    ​University of California, San Diego. 2011.