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Enhanced routines for instrumental variables/GMM estimation and testing

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Author Info
Christopher F Baum () (Boston College)
Mark E. Schaffer () (Heriot-Watt University)
Steven Stillman () (Motu Economic and Public Policy Research)

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Abstract

We extend our 2003 paper on instrumental variables (IV) and GMM estimation and testing and describe enhanced routines that address HAC standard errors, weak instruments, LIML and k-class estimation, tests for endogeneity and RESET and autocorrelation tests for IV estimates.

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Publisher Info
Paper provided by Centre for Economic Reform and Transformation, Heriot Watt University in its series CERT Discussion Papers with number 0706.

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Date of creation: 2007
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Handle: RePEc:hwe:certdp:0706

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Postal: Edinburgh EH14 4AS
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Web page: http://www.som.hw.ac.uk/cert/
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Related research
Keywords: instrumental variables; weak instruments; generalized method of moments; endogeneity; heteroskedasticity; serial correlation; HAC standard errors; LIML; CUE; overidentifying restrictions; Frisch-Waugh-Lovell theorem; RESET; Cumby-Huizinga test;

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Find related papers by JEL classification:
C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General
C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions
C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data
C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Hypothesis Testing
C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Estimation
C87 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Econometric Software

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    Other versions:
  2. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2002. "Instrumental variables and GMM: Estimation and testing," Boston College Working Papers in Economics 545, Boston College Department of Economics, revised 14 Feb 2003. [Downloadable!]
    Other versions:
  3. repec:cup:etheor:v:9:y:1993:i:2:p:222-40 is not listed on IDEAS
  4. Hansen, Lars Peter & Heaton, John & Yaron, Amir, 1996. "Finite-Sample Properties of Some Alternative GMM Estimators," Journal of Business & Economic Statistics, American Statistical Association, vol. 14(3), pages 262-80, July.
  5. DUFOUR, Jean-Marie, 2003. "Identification, Weak Instruments and Statistical Inference in Econometrics," Cahiers de recherche 2003-12, Universite de Montreal, Departement de sciences economiques. [Downloadable!]
    Other versions:
  6. Ahn, Seung C, 1997. "Orthogonality Tests in Linear Models," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 59(1), pages 183-86, February.
  7. Andrews, Donald W K, 1991. "Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimation," Econometrica, Econometric Society, vol. 59(3), pages 817-58, May. [Downloadable!] (restricted)
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  8. Christopher F Baum, 2006. "An Introduction to Modern Econometrics using Stata," Stata Press books, StataCorp LP, number imeus. [Downloadable!]
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  12. Cumby, Robert E & Huizinga, John, 1992. "Testing the Autocorrelation Structure of Disturbances in Ordinary Least Squares and Instrumental Variables Regressions," Econometrica, Econometric Society, vol. 60(1), pages 185-95, January. [Downloadable!] (restricted)
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  17. Jinyong Hahn & Jerry Hausman & Guido Kuersteiner, 2004. "Estimation with weak instruments: Accuracy of higher-order bias and MSE approximations," Econometrics Journal, Royal Economic Society, vol. 7(1), pages 272-306, 06. [Downloadable!] (restricted)
  18. Hall, Alastair R & Rudebusch, Glenn D & Wilcox, David W, 1996. "Judging Instrument Relevance in Instrumental Variables Estimation," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 37(2), pages 283-98, May.
    Other versions:
  19. Hahn, Jinyong & Hausman, Jerry, 2002. "Notes on bias in estimators for simultaneous equation models," Economics Letters, Elsevier, vol. 75(2), pages 237-241, April. [Downloadable!] (restricted)
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  10. C. Lucarelli & M. E. Bontempi & C. Mazzoli & A. G. Quaranta, 2009. "Pre-trade transparency on the Italian Stock Exchange: a trade size model on panel data," Working Papers 678, Dipartimento Scienze Economiche, Universita' di Bologna. [Downloadable!]
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