Working Papers

Applied Econometrics 

Design-Based Identification with Formula Instruments. With Kirill Borusyak & Xavier Jaravel

Updated May 2023 (draft coming soon!)

Contamination Bias in Linear Regressions. With Paul Goldsmith-Pinkham & Michal Kolesar

Updated August 2022. Revision requested, American Economic Review

Efficient Estimation with Non-Random Exposure to Exogenous Shocks. With Kirill Borusyak

Updated December 2021


Something Works: Effects of the IGNITE Inmate Rehabilitation Program. With Marcella Alsan, Arkey Barnett, & Crystal Yang

Updated May 2023 (draft coming soon!)


Building Non-Discriminatory Algorithms in Selected Data. With David Arnold & Will Dobbie

Updated May 2023 (draft coming soon!)

Racial Discrimination in Child Protection. With E. Jason Baron, Joseph J. Doyle, Jr., Natalia Emanuel, & Joseph Ryan

Updated May 2023 (draft coming soon!)

Systemic Discrimination: Theory and Measurement. With J. Aislinn Bohren & Alex Imas

Updated February 2023. Under review. Twitter thread

What Marginal Outcome Tests Can Tell Us About Racially Biased Decision-Making 

Updated February 2021 (new draft coming soon!). Twitter thread 


Geographic Variation in Healthcare Utilization: The Role of Physicians. With Ivan Badinski, Amy Finkelstein, Matthew Gentzkow, & Heidi Williams

Updated February 2023.

Temporarily Resting

Estimating Hospital Quality with Quasi-Experimental Data

Updated January 2020.

Estimating Treatment Effects in Mover Designs

Updated April 2018.

IsoLATEing: Identifying Counterfactual-Specific Treatment Effects with Cross-Stratum Comparisons

Updated February 2018.