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On Bootstrap Standard Errors in Dynamic Panel Data Models

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Author Info
Bergström, Pål (Skandinaviska Enskilda Banken)

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Abstract

It is a well-known property that standard GMM estimators for dynamic panel data might perform poorly in small samples. Several papers have noted this to be especially true for the estimated standard errors, which are normally biased downwards. The aim of the present paper is to compare how two recently suggested bootstrap procedures can assist inference in dynamic panel data models, when the mentioned small-sample bias is a potential problem. We do this by means of Monte Carlo experiments, forming tests using both standard errors estimated by asymptotic approximations, as well as by bootstrap procedures. The results give a fairly clear support for using bootstrap inference. Whereas the tests based on asymptotics have empirical levels that may deviate substantially from their nominal ones, the bootstrap procedures appear to perform quite well in the context of dynamic panel data estimation.

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Publisher Info
Paper provided by Uppsala University, Department of Economics in its series Working Paper Series with number 1997:23.

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Length: 17 pages
Date of creation: 24 Aug 1998
Date of revision:
Handle: RePEc:hhs:uunewp:1997_023

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Postal: Department of Economics, Uppsala University, P. O. Box 513, SE-751 20 Uppsala, Sweden
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Fax: + 46 18 471 14 78
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Web page: http://www.nek.uu.se/
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Related research
Keywords: Dynamic panel data; bootstrapping;

Find related papers by JEL classification:
C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Statistical Simulation Methods
C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data

Statistics
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