Monographs and Edited Volumes.
- A Practical Introduction to Regression Discontinuity Designs: Extensions, with Nicolas Idrobo and Rocio Titiunik.
Cambridge Elements: Quantitative and Computational Methods for Social Science, Cambridge University Press, to appear.
Preliminary draft | Replication | Publication - A Practical Introduction to Regression Discontinuity Designs: Foundations, with Nicolas Idrobo and Rocio Titiunik.
Cambridge Elements: Quantitative and Computational Methods for Social Science, Cambridge University Press, February 2020.
Final draft | Replication | Publication - Regression Discontinuity Designs: Theory and Applications, with Juan Carlos Escanciano (eds.).
Advances in Econometrics, volume 38, Emerald Group Publishing, May 2017.
Introduction | Publication
Journal Articles and Other Publications.
- Local Regression Distribution Estimators, with Michael Jansson and Xinwei Ma.
Journal of Econometrics, forthcoming.
Supplemental | Replication | Software - Extrapolating Treatment Effects in Multi-Cutoff Regression Discontinuity Designs, with Luke Keele, Rocio Titiunik and Gonzalo Vazquez-Bare.
Journal of the American Statistical Association, forthcoming.
Supplemental | Replication | Software - lpdensity: Local Polynomial Density Estimation and Inference, with Michael Jansson and Xinwei Ma.
Journal of Statistical Software, forthcoming.
Replication | Software - Analysis of Regression Discontinuity Designs with Multiple Cutoffs or Multiple Scores, with Rocio Titiunik and Gonzalo Vazquez-Bare.
Stata Journal 20(4): 866-891, December 2020.
Software - Bootstrap-Based Inference for Cube Root Asymptotics, with Michael Jansson and Kenichi Nagasawa.
Econometrica 88(5): 2203-2219, September 2020.
Supplemental | Replication - Simple Local Polynomial Density Estimators, with Michael Jansson and Xinwei Ma.
Journal of the American Statistical Association 115(531): 1449-1455, September 2020.
Supplemental | Replication | Software - A Random Attention Model, with Xinwei Ma, Yusufcan Masatlioglu and Elchin Suleymanov.
Journal of Political Economy 128(7): 2796-2836, July 2020.
Supplemental | Replication | Software | CRAN | Manual - Characteristic-Sorted Portfolios: Estimation and Inference, with Richard Crump, Max Farrell and Ernst Schaumburg.
Review of Economics and Statistics 102(3): 531-551, July 2020.
Supplemental | Replication - Large Sample Properties of Partitioning-Based Series Estimators, with Max Farrell and Yingjie Feng.
Annals of Statistics 48(3): 1718-1741, June 2020.
Supplemental | Replication | Software - lspartition: Partitioning-Based Least Squares Regression, with Max Farrell and Yingjie Feng.
R Journal 12(1): 172-187, June 2020.
Replication | Software - The Regression Discontinuity Design, with Rocio Titiunik and Gonzalo Vazquez-Bare.
Handbook of Research Methods in Political Science and International Relations, eds. L. Curini and R. J. Franzese, Sage Publications, Ch. 44, pp. 835-857, June 2020.
Replication - Optimal Bandwidth Choice for Robust Bias Corrected Inference in Regression Discontinuity Designs, with Sebastian Calonico and Max Farrell.
Econometrics Journal 23(2): 192-210, May 2020.
Supplemental | Replication | Software - nprobust: Nonparametric Kernel-Based Estimation and Robust Bias-Corrected Inference, with Sebastian Calonico and Max Farrell.
Journal of Statistical Software 91(8): 1-33, October 2019.
Replication | Software - Regression Discontinuity Designs Using Covariates, with Sebastian Calonico, Max Farrell and Rocio Titiunik.
Review of Economics and Statistics 101(3): 442-451, July 2019.
Supplemental | Replication | Software - Two-step Estimation and Inference with Possibly Many Included Covariates, with Michael Jansson and Xinwei Ma.
Review of Economic Studies 86(3): 1095-1122, May 2019.
Supplemental | Replication - Power Calculations for Regression Discontinuity Designs, with Rocio Titiunik and Gonzalo Vazquez-Bare.
Stata Journal 19(1): 210-245, March 2019.
Software - Inference in Linear Regression Models with Many Covariates and Heteroscedasticity, with Michael Jansson and Whitney Newey.
Journal of the American Statistical Association 113(523): 1350-1361, September 2018.
Supplemental | Replication - Econometric Methods for Program Evaluation, with Alberto Abadie.
Annual Review of Economics 10: 465-503, August 2018.
- On the Effect of Bias Estimation on Coverage Accuracy in Nonparametric Inference, with Sebastian Calonico and Max Farrell.
Journal of the American Statistical Association 113(522): 767-779, June 2018.
Supplemental | Replication | Software - Kernel-Based Semiparametric Estimators: Small Bandwidth Asymptotics and Bootstrap Consistency, with Michael Jansson.
Econometrica 86(3): 955-995, May 2018.
Supplemental | Replication - Alternative Asymptotics and the Partially Linear Model with Many Regressors, with Michael Jansson and Whitney Newey.
Econometric Theory 34(2): 277-301, April 2018.
Replication - Manipulation Testing based on Density Discontinuity, with Michael Jansson and Xinwei Ma.
Stata Journal 18(1): 234-261, March 2018.
Software - rdrobust: Software for Regression Discontinuity Designs, with Sebastian Calonico, Max Farrell and Rocio Titiunik.
Stata Journal 17(2): 372-404, June 2017.
Software - Comparing Inference Approaches for RD Designs: A Reexamination of the Effect of Head Start on Child Mortality, with Rocio Titiunik and Gonzalo Vazquez-Bare.
Journal of Policy Analysis and Management 36(3): 643-681, Summer 2017.
Replication | Software - Introduction, with Juan Carlos Escanciano.
Regression Discontinuity Designs: Theory and Applications (Advances in Econometrics, volume 38), M. D. Cattaneo and J. C. Escanciano (eds.), Emerald Group Publishing, pp. ix-xxv, May 2017.
Introduction prepared for edited volume on RD designs. - The Choice of Neighborhood in Regression Discontinuity Designs, with Gonzalo Vazquez-Bare.
Observational Studies 2: 134-146, December 2016.
Invited discussion accompanying reprint of "Regression-Discontinuity Analysis: An Alternative to the Ex Post Facto Experiment" by D. L. Thistlethwaite and D. T. Campbell. - Interpreting Regression Discontinuity Designs with Multiple Cutoffs, with Luke Keele, Rocio Titiunik and Gonzalo Vazquez-Bare.
Journal of Politics 78(4): 1229-1248, October 2016.
Supplemental | Software - Book Review.
Journal of the American Statistical Association 111(515): 1363, September 2016.
Invited book review of Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction by G. W. Imbens and D. B. Rubin. - Inference in Regression Discontinuity Designs under Local Randomization, with Rocio Titiunik and Gonzalo Vazquez-Bare.
Stata Journal 16(2): 331-367, June 2016.
Software - Optimal Data-Driven Regression Discontinuity Plots, with Sebastian Calonico and Rocio Titiunik.
Journal of the American Statistical Association 110(512): 1753-1769, December 2015.
Supplemental | Software - rdrobust: An R Package for Robust Nonparametric Inference in Regression-Discontinuity Designs, with Sebastian Calonico and Rocio Titiunik.
R Journal 7(1): 38-51, June 2015.
Software - Randomization Inference in the Regression Discontinuity Design: An Application to Party Advantages in the U.S. Senate, with Brigham Frandsen and Rocio Titiunik.
Journal of Causal Inference 3(1): 1-24, March 2015.
Replication | Software - Bootstrapping Density-Weighted Average Derivatives, with Richard Crump and Michael Jansson.
Econometric Theory 30(6): 1135-1164, December 2014.
Supplemental - Robust Data-Driven Inference in the Regression-Discontinuity Design, with Sebastian Calonico and Rocio Titiunik.
Stata Journal 14(4): 909-946, December 2014.
Software - Robust Nonparametric Confidence Intervals for Regression-Discontinuity Designs, with Sebastian Calonico and Rocio Titiunik.
Econometrica 82(6): 2295–2326, November 2014.
Supplemental | Software - Comment, with Richard Crump.
Journal of Business & Economic Statistics 32(3): 324-329, July 2014.
Invited comment on "HAC Corrections for Strongly Autocorrelated Time Series" by U. Müller. - Small Bandwidth Asymptotics for Density-Weighted Average Derivatives, with Richard Crump and Michael Jansson.
Econometric Theory 30(1): 176-200, February 2014.
- A Martingale Decomposition For Quadratic Forms of Markov Chains (With Applications), with Yves Atchade.
Stochastic Processes and their Applications 124(1): 646-677, January 2014.
- Rejoinder, with Richard Crump and Michael Jansson.
Journal of the American Statistical Association 108(504): 1265-1268, December 2013.
Rejoinder of invited comments and discussions of "Generalized Jackknife Estimators of Weighted Average Derivatives". - Generalized Jackknife Estimators of Weighted Average Derivatives (with comments and rejoinder), with Richard Crump and Michael Jansson.
Journal of the American Statistical Association 108(504): 1243-1268, December 2013.
Supplemental | Replication - Estimation of Multivalued Treatment Effects under Conditional Independence, with David Drukker and Ashley Holland.
Stata Journal 13(3): 407-450, September 2013.
Replication | Software | Stata - Optimal Convergence Rates, Bahadur Representation, and Asymptotic Normality of Partitioning Estimators, with Max Farrell.
Journal of Econometrics 174(2): 127-143, June 2013.
Supplemental | Software - Optimal Inference for Instrumental Variables Regression with non-Gaussian Errors, with Richard Crump and Michael Jansson.
Journal of Econometrics 167(1): 1-15, March 2012.
- Efficient Estimation of the Dose-Response Function under Ignorability using Subclassification on the Covariates, with Max Farrell.
Missing-Data Methods: Cross-sectional Methods and Applications (Advances in Econometrics, vol. 27), D. Drukker (ed.), Emerald Group Publishing, pp. 93-127, December 2011.
- Robust Data-Driven Inference for Density-Weighted Average Derivatives, with Richard Crump and Michael Jansson.
Journal of the American Statistical Association 105(491): 1070-1083, September 2010.
Supplemental - Multi-valued Treatment Effects.
The New Palgrave Dictionary of Economics Online, ed. by S.N. Durlauf and L.E. Blume, Palgrave Macmillan, July 2010.
- Multi-valued Treatment Effects.
Encyclopedia of Research Design, ed. by N.J. Salkind, Sage Publications, pp. 855-857, June 2010.
- Matching.
Encyclopedia of Research Design, ed. by N.J. Salkind, Sage Publications, pp. 758-761, June 2010.
- Efficient Semiparametric Estimation of Multi-valued Treatment Effects under Ignorability.
Journal of Econometrics 155(2): 138-154, April 2010.
Replication | Software | Stata - Probabilistic Modeling at the Wildland Urban Interface: the 2003 Cedar Fire, with David Brillinger and Benjamin Autrey.
Environmetrics 20(6): 607-620, September 2009.
- Housing, Health and Happiness, with Sebastian Galiani, Paul Gertler, Sebastian Martinez and Rocio Titiunik.
American Economic Journal: Economic Policy 1(1): 75-105, February 2009.
Replication