A survey of weak instruments and weak identification in generalized method of moments

被引:2196
|
作者
Stock, JH [1 ]
Wright, JH
Yogo, M
机构
[1] Harvard Univ, Cambridge, MA 02138 USA
[2] Natl Bur Econ Res, Cambridge, MA 02138 USA
[3] Fed Reserve Board, Washington, DC 20551 USA
基金
美国国家科学基金会;
关键词
instrument relevance; instrumental variables; similar tests;
D O I
10.1198/073500102288618658
中图分类号
F [经济];
学科分类号
02 ;
摘要
Weak instruments arise when the instruments in linear instrumental variables (IV) regression are weakly correlated with the included endogenous variables. In generalized method of moments (GMM), more generally, weak instruments correspond to weak identification of some or all of the unknown parameters. Weak identification leads to GMM statistics with nonnormal distributions, even in large samples, so that conventional IV or GMM inferences are misleading. Fortunately, various procedures are now available for detecting and handling weak instruments in the linear IV model and, to a lesser degree, in nonlinear GMM.
引用
收藏
页码:518 / 529
页数:12
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