A Note on the Theme of Too Many Instruments

被引:2971
作者
Roodman, David [1 ]
机构
[1] Ctr Global Dev, Washington, DC USA
关键词
PANEL-DATA MODELS; PUBLICATION DECISIONS; MOMENTS ESTIMATORS; GENERALIZED-METHOD; DYNAMIC-MODELS; GMM ESTIMATION; MONTE-CARLO; GROWTH; TESTS; RESTRICTIONS;
D O I
10.1111/j.1468-0084.2008.00542.x
中图分类号
F [经济];
学科分类号
02 ;
摘要
The difference and system generalized method of moments (GMM) estimators are growing in popularity. As implemented in popular software, the estimators easily generate instruments that are numerous and, in system GMM, potentially suspect. A large instrument collection overfits endogenous variables even as it weakens the Hansen test of the instruments' joint validity. This paper reviews the evidence on the effects of instrument proliferation, and describes and simulates simple ways to control it. It illustrates the dangers by replicating Forbes [American Economic Review (2000) Vol. 90, pp. 869-887] on income inequality and Levine et al. [Journal of Monetary Economics] (2000) Vol. 46, pp. 31-77] on financial sector development. Results in both papers appear driven by previously undetected endogeneity.
引用
收藏
页码:135 / 158
页数:24
相关论文
共 39 条
[1]   Small-sample bias in GMM estimation of covariance structures [J].
Altonji, JG ;
Segal, LM .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1996, 14 (03) :353-366
[2]   GMM estimation of a stochastic volatility model: A Monte Carlo study [J].
Andersen, TG ;
Sorensen, BE .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1996, 14 (03) :328-352
[3]   FORMULATION AND ESTIMATION OF DYNAMIC-MODELS USING PANEL DATA [J].
ANDERSON, TW ;
HSIAO, C .
JOURNAL OF ECONOMETRICS, 1982, 18 (01) :47-82
[4]  
[Anonymous], PANEL DATA ECONOMETR
[5]  
[Anonymous], 2001, 2048 CTR EC POL RES
[6]   SOME TESTS OF SPECIFICATION FOR PANEL DATA - MONTE-CARLO EVIDENCE AND AN APPLICATION TO EMPLOYMENT EQUATIONS [J].
ARELLANO, M ;
BOND, S .
REVIEW OF ECONOMIC STUDIES, 1991, 58 (02) :277-297
[7]   ANOTHER LOOK AT THE INSTRUMENTAL VARIABLE ESTIMATION OF ERROR-COMPONENTS MODELS [J].
ARELLANO, M ;
BOVER, O .
JOURNAL OF ECONOMETRICS, 1995, 68 (01) :29-51
[8]  
Arellano M., 1998, Dynamic panel data estimation using DPD98 for Gauss: a guide for users
[9]  
Arellano M., 2003, 0310 CTR EST MON FIN
[10]   Stock markets, banks, and growth: Panel evidence [J].
Beck, T ;
Levine, R .
JOURNAL OF BANKING & FINANCE, 2004, 28 (03) :423-442