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
相关论文
共 50 条
  • [1] Generalized Method of Moments With Many Weak Moment Conditions
    Newey, Whitney K.
    Windmeijer, Frank
    [J]. ECONOMETRICA, 2009, 77 (03) : 687 - 719
  • [2] Weak Identification with Many Instruments
    Mikusheva, Anna
    Sun, Liyang
    [J]. arXiv, 2023,
  • [3] Weak identification with many instruments
    Mikusheva, Anna
    Sun, Liyang
    [J]. ECONOMETRICS JOURNAL, 2024, 27 (02): : C1 - C28
  • [4] Weak instruments and weak identification, in estimating the effects of education, on democracy
    Bobba, Matteo
    Coviello, Decio
    [J]. ECONOMICS LETTERS, 2007, 96 (03) : 301 - 306
  • [5] Identification, weak instruments, and statistical inference in econometrics
    Dufour, JM
    [J]. CANADIAN JOURNAL OF ECONOMICS-REVUE CANADIENNE D ECONOMIQUE, 2003, 36 (04): : 767 - 808
  • [6] A weak method in numerical identification
    Khefif, A
    [J]. KYBERNETES, 1999, 28 (4-5) : 565 - 574
  • [7] Weak quadrupole moments
    Lackenby, B. G. C.
    Flambaum, V. V.
    [J]. JOURNAL OF PHYSICS G-NUCLEAR AND PARTICLE PHYSICS, 2018, 45 (07)
  • [8] COHERENCY IDENTIFICATION BY THE METHOD OF WEAK COUPLING
    LAMBA, SS
    NATH, R
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 1985, 7 (04) : 233 - 242
  • [9] A generalized weak Galerkin method for Oseen equation
    Qi, Wenya
    Seshaiyer, Padmanabhan
    Wang, Junping
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2024, 440
  • [10] The measurement of weak anisotropy with the generalized reciprocal method
    Palmer, D
    [J]. GEOPHYSICS, 2000, 65 (05) : 1583 - 1591