Permanent URL to this publication: http://dx.doi.org/10.5167/uzh-51798
Steinhauer, Andreas; Wuergler, Tobias (2010). Leverage and Covariance Matrix Estimation in Finite-Sample IV Regressions. Working paper series / Institute for Empirical Research in Economics No. 521, University of Zurich.
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Abstract
This paper develops basic algebraic concepts for instrumental variables (IV) regressions which are used to derive the leverage and influence of observations on the 2SLS estimate and compute alternative heteroskedasticity-consistent (HC1, HC2 and HC3) estimators for the 2SLS covariance matrix in a finite-sample context. Monte Carlo simulations and applications to growth regressions are used to evaluate the performance of these estimators. The results support the use of HC3 instead of White’s robust standard errors in small and unbalanced data sets. The leverage and influence of observations can be examined with the various measures derived in the paper
| Item Type: | Working Paper |
|---|---|
| Communities & Collections: | 03 Faculty of Economics > Department of Economics Working Paper Series > Institute for Empirical Research in Economics (former) |
| DDC: | 330 Economics |
| JEL Classification: | C12, C26 |
| Language: | English |
| Date: | December 2010 |
| Deposited On: | 29 Nov 2011 16:09 |
| Last Modified: | 09 Jul 2012 07:00 |
| Series Name: | Working paper series / Institute for Empirical Research in Economics |
| ISSN: | 1424-0459 |
| Official URL: | http://www.econ.uzh.ch/wp.html |
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