Publications


  1. Mitigating included- and omitted-variable bias in estimates of disparate impact
    With Jongbin Jung, Sam Corbett-Davies, Johann Gaebler, and Sharad Goel
    Proceedings of the National Academy of Sciences (forthcoming).
  2. Identifying demographic predictors of increased non-fatal opioid overdose risk among New York State Medicaid enrollees following the COVID-19 pandemic: an analysis of heterogeneous treatment effects
    John R Pamplin II, Katherine Wheeler-Martin, Allison Perry, Zachary Mannes, Noa Krawczyk, Stephen Crystal, Deborah S. Hasin, Silvia S. Martins, Ravi Shroff, Magdalena Cerdá, and Daniel B. Neill
    Epidemiology. 2026. 
  3. Economic hardships during COVID-19 and maternal mental health: combining samples
    with low incomes across three cities
    Anne Martin, Elizabeth B. Miller, Rachel Gross, Pamela A. Morris-Perez, Daniel S. Shaw, Luciane da Rosa Piccolo,
    Jennifer Hill, Marc A. Scott, Mary J. Messito, Caitlin Canfield, Lauren O'Connell, Richard Sadler, Ashleigh I. Aviles, 
    Chelsea Weaver Krug, Christina Kim, Juliana Gutierrez, Ravi Shroff, and Alan L. Mendelsohn
    Social Science & Medicine. 2024. 
  4. Differences in academic preparedness do not fully explain Black-White enrollment disparities
    ​in advanced high school coursework
    João M. Souto-Maior and Ravi Shroff
    Sociological Science. Vol 11, No. 6, 138-163. 2024.
  5. Reactive inhibitory control precedes overt stuttering events
    Joan Orpella, Graham Flick, M. Florencia Assaneo, Ravi Shroff, Liina Pylkkänen, David Poeppel, and Eric S. Jackson
    Neurobiology of Language. 2024.
  6. Linguistic features of stuttering during spontaneous speech
    Haley Warner, Ravi Shroff, Arianna Zuanazzi, Richard Arenas, and Eric S. Jackson
    Journal of Fluency Disorders. Vol 28. 2023.
  7. The measure and mismeasure of fairness
    Sam Corbett-Davies, Hamed Nilforoshan, Johann Gaebler, Ravi Shroff, and Sharad Goel
    Journal of Machine Learning Research. 2023. 
    ​[ Data and code available here ]
  8. Pretrial release judgments and decision fatigue
    With Konstantinos Vamvourellis
    Judgment and Decision Making. Vol 17, No. 6, 1179-1207. 2022.
  9. Causal conceptions of fairness and their consequences
    Hamed Nilforoshan, Johann Gaebler, Ravi Shroff, and Sharad Goel
    International Conference on Machine Learning (ICML). 2022.
    [ Received an Outstanding Paper Award at ICML 2022 ]
  10. A causal framework for observational studies of discrimination
    Johann Gaebler, William Cai, Guillaume Basse, Ravi Shroff, Sharad Goel, and Jennifer Hill
    Statistics and Public Policy. Vol 9, No. 1. 2022.
    [ Code available here ]
  11. Identifying and measuring excessive and discriminatory policing
    With Alex Chohlas-Wood, Marissa Gerchick, Sharad Goel, Aziz Huq, Amy Shoemaker, and Keniel Yao
    University of Chicago Law Review, Vol 89.2. 2022.  
  12. 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 ]
  13. 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.
  14. Bayesian sensitivity analysis for offline policy evaluation
    With Jongbin Jung, Avi Feller, and Sharad Goel
    Conference on AI, Ethics, and Society (AIES 2020).
  15. Statistical tests to audit investigative stops
    Ohio State Journal of Criminal Law, Vol 15, No. 2, 565-571. 2018.
  16. Predictive analytics for city agencies: lessons from children's services
    Big Data, Vol. 5, No. 3, 189-196. 2017.
  17. 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.
  18. 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.
  19. 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.
  20. 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).
  21. 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.
  22. 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. Empirical approaches to identify systemic discrimination in policing
    With Alex Chohlas-Wood, Marissa Gerchick, Sharad Goel, Aziz Huq, Amy Shoemaker, and Keniel Yao
    Inequality Reader (to appear).
  2. The accuracy, equity, and jurisprudence of criminal risk assessment
    With Sharad Goel, Jennifer Skeem, and Christopher Slobogin
    Research Handbook on Big Data Law (to appear).
  3. An analysis of the Metropolitan Nashville Police Department's traffic stop practices
    With Alex Chohlas-Wood, Sharad Goel, and Amy Shoemaker (technical report, 2018).
  4. 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.