A Robust Test for Weak Instruments

被引:522
作者
Olea, Jose Luis Montiel [1 ]
Pflueger, Carolin [2 ]
机构
[1] Harvard Univ, Dept Econ, Cambridge, MA 02138 USA
[2] Univ British Columbia, Sauder Sch Business, Dept Finance, Vancouver, BC V6T 1Z2, Canada
关键词
Autocorrelation; Clustered; Elasticity of intertemporal substitution; F statistic; Heteroscedasticity; TEMPORAL BEHAVIOR; RISK-AVERSION; INTERTEMPORAL SUBSTITUTION; QUADRATIC-FORMS; ASSET RETURNS; CONSUMPTION; REGRESSION; IDENTIFICATION; APPROXIMATION; PROBABILITIES;
D O I
10.1080/00401706.2013.806694
中图分类号
F [经济];
学科分类号
02 ;
摘要
We develop a test for weak instruments in linear instrumental variables regression that is robust to heteroscedasticity, autocorrelation, and clustering. Our test statistic is a scaled nonrobust first-stage F statistic. Instruments are considered weak when the two-stage least squares or the limited information maximum likelihood Nagar bias is large relative to a benchmark. We apply our procedures to the estimation of the elasticity of intertemporal substitution, where our test cannot reject the null of weak instruments in a larger number of countries than the test proposed by Stock and Yogo in 2005. Supplementary materials for this article are available online.
引用
收藏
页码:358 / 369
页数:12
相关论文
共 45 条
[1]  
Andrews D. W. K., 2006, ADV EC ECONOMETRICS, V3, p[122, 359]
[2]  
[Anonymous], 1995, Continuous Univariate Distributions
[3]   Risks for the long run: A potential resolution of asset pricing puzzles [J].
Bansal, R ;
Yaron, A .
JOURNAL OF FINANCE, 2004, 59 (04) :1481-1509
[4]   Enhanced routines for instrumental variables/generalized method of moments estimation and testing [J].
Baum, Christopher F. ;
Schaffer, Mark E. ;
Stillman, Steven .
STATA JOURNAL, 2007, 7 (04) :465-506
[5]  
Bun M., 2010, WEAK INSTRUMEN UNPUB
[6]  
Campbell JY, 2003, HANDB ECON, V21, P803
[7]   CONSUMPTION, INCOME, AND INTEREST-RATES - REINTERPRETING THE TIME-SERIES EVIDENCE [J].
CAMPBELL, JY ;
MANKIW, NG .
NBER MACROECONOMICS ANNUAL, 1989, 4 :185-216
[8]   ASYMPTOTIC DISTRIBUTION OF JIVE IN A HETEROSKEDASTIC IV REGRESSION WITH MANY INSTRUMENTS [J].
Chao, John C. ;
Swanson, Norman R. ;
Hausman, Jerry A. ;
Newey, Whitney K. ;
Woutersen, Tiemen .
ECONOMETRIC THEORY, 2012, 28 (01) :42-86
[9]   AN APPROXIMATE TEST FOR COMPARING HETEROSCEDASTIC REGRESSION-MODELS [J].
CONERLY, MD ;
MANSFIELD, ER .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1988, 83 (403) :811-817
[10]   SUBSTITUTION, RISK-AVERSION, AND THE TEMPORAL BEHAVIOR OF CONSUMPTION AND ASSET RETURNS - AN EMPIRICAL-ANALYSIS [J].
EPSTEIN, LG ;
ZIN, SE .
JOURNAL OF POLITICAL ECONOMY, 1991, 99 (02) :263-286