Econometric methods for program evaluation

A Abadie, MD Cattaneo - Annual Review of Economics, 2018 - annualreviews.org
Program evaluation methods are widely applied in economics to assess the effects of policy
interventions and other treatments of interest. In this article, we describe the main …

Regression discontinuity designs

MD Cattaneo, R Titiunik - Annual Review of Economics, 2022 - annualreviews.org
The regression discontinuity (RD) design is one of the most widely used nonexperimental
methods for causal inference and program evaluation. Over the last two decades, statistical …

[BOK][B] A practical introduction to regression discontinuity designs: Extensions

MD Cattaneo, N Idrobo, R Titiunik - 2024 - cambridge.org
In this Element, which continues our discussion in Foundations, the authors provide an
accessible and practical guide for the analysis and interpretation of Regression …

Simple local polynomial density estimators

MD Cattaneo, M Jansson, X Ma - Journal of the American Statistical …, 2020 - Taylor & Francis
This article introduces an intuitive and easy-to-implement nonparametric density estimator
based on local polynomial techniques. The estimator is fully boundary adaptive and …

Optimal bandwidth choice for robust bias-corrected inference in regression discontinuity designs

S Calonico, MD Cattaneo… - The Econometrics …, 2020 - academic.oup.com
Modern empirical work in regression discontinuity (RD) designs often employs local
polynomial estimation and inference with a mean square error (MSE) optimal bandwidth …

rdrobust: Software for regression-discontinuity designs

S Calonico, MD Cattaneo, MH Farrell… - The Stata …, 2017 - journals.sagepub.com
We describe a major upgrade to the Stata (and R) rdrobust package, which provides a wide
array of estimation, inference, and falsification methods for the analysis and interpretation of …

Regression discontinuity designs using covariates

S Calonico, MD Cattaneo, MH Farrell… - Review of Economics …, 2019 - direct.mit.edu
We study regression discontinuity designs when covariates are included in the estimation.
We examine local polynomial estimators that include discrete or continuous covariates in an …

Manipulation testing based on density discontinuity

MD Cattaneo, M Jansson, X Ma - The Stata Journal, 2018 - journals.sagepub.com
In this article, we introduce two community-contributed commands, rddensity and
rdbwdensity, that implement automatic manipulation tests based on density discontinuity …

Randomization inference with Stata: A guide and software

S Heß - The Stata Journal, 2017 - journals.sagepub.com
Randomization inference or permutation tests are only sporadically used in economics and
other social sciences—this despite a steep increase in randomization in field and laboratory …

Interpreting regression discontinuity designs with multiple cutoffs

MD Cattaneo, R Titiunik… - The Journal of …, 2016 - journals.uchicago.edu
We consider a regression discontinuity (RD) design where the treatment is received if a
score is above a cutoff, but the cutoff may vary for each unit in the sample instead of being …