Regression discontinuity designs: A guide to practice

被引:2011
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 Journal of Educational Psychology 51, 309-317] With the exception of a few unpublished theoretical papers, these methods did not attract much attention in the economics literature until recently.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 35 条
[1]   Using Maimonides' rule to estimate the effect of class size on scholastic achievement [J].
Angrist, JD ;
Lavy, V .
QUARTERLY JOURNAL OF ECONOMICS, 1999, 114 (02) :533-575
[2]  
Angrist JD, 1996, J AM STAT ASSOC, V91, P444, DOI 10.2307/2291629
[3]   DOES COMPULSORY SCHOOL ATTENDANCE AFFECT SCHOOLING AND EARNINGS [J].
ANGRIST, JD ;
KRUEGER, AB .
QUARTERLY JOURNAL OF ECONOMICS, 1991, 106 (04) :979-1014
[4]  
[Anonymous], 2005, 11702 NBER
[5]  
[Anonymous], ECONOMETRICA
[6]   Do better schools matter? Parental valuation of elementary education [J].
Black, SE .
QUARTERLY JOURNAL OF ECONOMICS, 1999, 114 (02) :577-599
[7]  
CARD D, 2004, 10365 NBER
[8]  
CARD D, 2006, UNPUB TIPPING DYNAMI
[9]   The central role of noise in evaluating interventions that use test scores to rank schools [J].
Chay, KY ;
McEwan, PJ ;
Urquiola, M .
AMERICAN ECONOMIC REVIEW, 2005, 95 (04) :1237-1258
[10]   Does air quality matter? Evidence from the housing market [J].
Chay, KY ;
Greenstone, M .
JOURNAL OF POLITICAL ECONOMY, 2005, 113 (02) :376-424