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 …

Recent developments in the econometrics of program evaluation

GW Imbens, JM Wooldridge - Journal of economic literature, 2009 - aeaweb.org
Many empirical questions in economics and other social sciences depend on causal effects
of programs or policies. In the last two decades, much research has been done on the …

The state of applied econometrics: Causality and policy evaluation

S Athey, GW Imbens - Journal of Economic perspectives, 2017 - aeaweb.org
In this paper, we discuss recent developments in econometrics that we view as important for
empirical researchers working on policy evaluation questions. We focus on three main …

Robust nonparametric confidence intervals for regression‐discontinuity designs

S Calonico, MD Cattaneo, R Titiunik - Econometrica, 2014 - Wiley Online Library
In the regression‐discontinuity (RD) design, units are assigned to treatment based on
whether their value of an observed covariate exceeds a known cutoff. In this design, local …

Robust data-driven inference in the regression-discontinuity design

S Calonico, MD Cattaneo, R Titiunik - The Stata Journal, 2014 - journals.sagepub.com
In this article, we introduce three commands to conduct robust data-driven statistical
inference in regression-discontinuity (RD) designs. First, we present rdrobust, a command …

Optimal data-driven regression discontinuity plots

S Calonico, MD Cattaneo, R Titiunik - Journal of the American …, 2015 - Taylor & Francis
Exploratory data analysis plays a central role in applied statistics and econometrics. In the
popular regression-discontinuity (RD) design, the use of graphical analysis has been …

[图书][B] Quasi-experimentation: A guide to design and analysis

CS Reichardt - 2019 - books.google.com
Featuring engaging examples from diverse disciplines, this book explains how to use
modern approaches to quasi-experimentation to derive credible estimates of treatment …

Optimal bandwidth choice for the regression discontinuity estimator

G Imbens, K Kalyanaraman - The Review of economic studies, 2012 - academic.oup.com
We investigate the choice of the bandwidth for the regression discontinuity estimator. We
focus on estimation by local linear regression, which was shown to have attractive properties …

Why high-order polynomials should not be used in regression discontinuity designs

A Gelman, G Imbens - Journal of Business & Economic Statistics, 2019 - Taylor & Francis
It is common in regression discontinuity analysis to control for third, fourth, or higher-degree
polynomials of the forcing variable. There appears to be a perception that such methods are …

Do fiscal rules matter?

V Grembi, T Nannicini, U Troiano - American Economic Journal: Applied …, 2016 - JSTOR
Fiscal rules are laws aimed at reducing the incentive to accumulate debt, and many
countries adopt them to discipline local governments. Yet, their effectiveness is disputed …