Regression discontinuity designs: A guide to practice

被引:1925
|
作者
Imbens, Guido W. [3 ,4 ]
Lemieux, Thomas [1 ,2 ]
机构
[1] Univ British Columbia, Dept Econ, Vancouver, BC V6T 1Z1, Canada
[2] NBER, Vancouver, BC V6T 1Z1, Canada
[3] Harvard Univ, Dept Econ, Cambridge, MA 02138 USA
[4] NBER, Littauer Ctr M 24, Cambridge, MA 02138 USA
基金
美国国家科学基金会;
关键词
regression discontinuity; treatment effects; nonparametric estimation;
D O I
10.1016/j.jeconom.2007.05.001
中图分类号
F [经济];
学科分类号
02 ;
摘要
in regression discontinuity (RD) designs for evaluating causal effects of interventions, assignment to a treatment is determined at least partly by the value of an observed covariate lying on either side of a fixed threshold. These designs were first introduced in the evaluation literature by Thistlewaite and Campbell [1960. Regression-discontinuity analysis: an alternative to the ex-post Facto experiment. Journal of Educational Psychology 51, 309-317] With the exception of a few unpublished theoretical papers, these methods did not attract much attention in the economics literature until recently. Starting in the late 1990s, there has been a large number of studies in economics applying and extending RD methods. In this paper we review some of the practical and theoretical issues in implementation of RD methods. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:615 / 635
页数:21
相关论文
共 50 条
  • [21] Advancing Quality Improvement with Regression Discontinuity Designs
    Walkey, Allan J.
    Drainoni, Mari-Lynn
    Cordella, Nicholas
    Bor, Jacob
    ANNALS OF THE AMERICAN THORACIC SOCIETY, 2018, 15 (05) : 523 - 529
  • [22] External Validity in Fuzzy Regression Discontinuity Designs
    Bertanha, Marinho
    Imbens, Guido W.
    JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2020, 38 (03) : 593 - 612
  • [23] Local Polynomial Order in Regression Discontinuity Designs
    Pei, Zhuan
    Lee, David S.
    Card, David
    Weber, Andrea
    JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2022, 40 (03) : 1259 - 1267
  • [24] Regression Discontinuity Designs in a Latent Variable Framework
    Soland, James
    Johnson, Angela
    Talbert, Eli
    PSYCHOLOGICAL METHODS, 2023, 28 (03) : 691 - 704
  • [25] rdrobust: Software for regression-discontinuity designs
    Calonico, Sebastian
    Cattaneo, Matias D.
    Farrell, Max H.
    Titiunik, Rocio
    STATA JOURNAL, 2017, 17 (02): : 372 - 404
  • [26] Regression discontinuity designs in agricultural and environmental economics
    Wuepper, David
    Finger, Robert
    EUROPEAN REVIEW OF AGRICULTURAL ECONOMICS, 2023, 50 (01) : 1 - 28
  • [27] A nonparametric Bayesian methodology for regression discontinuity designs
    Branson, Zach
    Rischard, Maxime
    Bornn, Luke
    Miratrix, Luke W.
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2019, 202 : 14 - 30
  • [28] Regression Discontinuity Designs in Health A Systematic Review
    Boon, Michele Hilton
    Craig, Peter
    Thomson, Hilary
    Campbell, Mhairi
    Moore, Laurence
    EPIDEMIOLOGY, 2021, 32 (01) : 87 - 93
  • [29] Regression discontinuity designs are underutilized in medicine, epidemiology, and public health: a review of current and best practice
    Moscoe, Ellen
    Bor, Jacob
    Baernighausen, Till
    JOURNAL OF CLINICAL EPIDEMIOLOGY, 2015, 68 (02) : 132 - 143
  • [30] Getting away from the cutoff in regression discontinuity designs
    Palomba, Filippo
    STATA JOURNAL, 2024, 24 (03): : 371 - 401