Instrumental variables and the search for identification: From supply and demand to natural experiments

被引:1241
作者
Angrist, JD [1 ]
Krueger, AB
机构
[1] MIT, Cambridge, MA 02139 USA
[2] Princeton Univ, Princeton, NJ 08544 USA
关键词
D O I
10.1257/jep.15.4.69
中图分类号
F [经济];
学科分类号
02 ;
摘要
Instrumental variables was first used in the 1920s to estimate supply and demand elasticities and later to correct for measurement error in single equation models. Recently, instrumental variables have been widely used to reduce bias from omitted variables in estimates of causal relationships. Intuitively, instrumental variables methods use only a portion of the variability in key variables to estimate the relationships of interest; if the instruments are valid, that portion is unrelated to the omitted variables. We discuss the mechanics of instrumental variables and the qualities that make for a good instrument, devoting particular attention to instruments derived from "natural experiments."
引用
收藏
页码:69 / 85
页数:17
相关论文
共 59 条
[1]   The effects of the unemployment insurance payroll tax on wages, employment, claims and denials [J].
Anderson, PM ;
Meyer, BD .
JOURNAL OF PUBLIC ECONOMICS, 2000, 78 (1-2) :81-106
[2]   EVALUATION OF THE DISTRIBUTION FUNCTION OF THE LIMITED INFORMATION MAXIMUM-LIKELIHOOD ESTIMATOR [J].
ANDERSON, TW ;
KUNITOMO, N ;
SAWA, T .
ECONOMETRICA, 1982, 50 (04) :1009-1027
[3]  
Angrist J. D., 1999, HDB LABOR EC A, V3, P1277, DOI DOI 10.1016/S1573-4463(99)03004-7
[4]   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
[5]  
ANGRIST JD, 1990, AM ECON REV, V80, P313
[6]  
Angrist JD, 1999, J APPL ECONOM, V14, P57, DOI 10.1002/(SICI)1099-1255(199901/02)14:1<57::AID-JAE501>3.0.CO
[7]  
2-G
[8]   DOES COMPULSORY SCHOOL ATTENDANCE AFFECT SCHOOLING AND EARNINGS [J].
ANGRIST, JD ;
KRUEGER, AB .
QUARTERLY JOURNAL OF ECONOMICS, 1991, 106 (04) :979-1014
[9]  
Angrist JD, 1998, AM ECON REV, V88, P450
[10]   2-STAGE LEAST-SQUARES ESTIMATION OF AVERAGE CAUSAL EFFECTS IN MODELS WITH VARIABLE TREATMENT INTENSITY [J].
ANGRIST, JD ;
IMBENS, GW .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (430) :431-442