On the Geometry of the Instrumental Variable Estimator
I derive the exact distribution of the exact determined instrumental variable estimator using a geometric approach. The approach provides a decomposition of the exact estimator. The results show that by geometric reasoning one may efficiently derive the distribution of the estimation error. The often striking non-normal shape of the instrumental variable estimator, in the case of weak instruments and small samples, follows intuitively by the geometry of the problem. The method allows for intuitive interpretations of how the shape of the distribution is determined by instrument quality and endogeneity. The approach can also be used when deriving the exact distribution of any ratio of stochastic variables. Copyright (c) Blackwell Publishing Ltd and the Department of Economics, University of Oxford, 2009.
Year of publication: |
2009
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Authors: | Mehlum, Halvor |
Published in: |
Oxford Bulletin of Economics and Statistics. - Department of Economics, ISSN 0305-9049. - Vol. 71.2009, 3, p. 427-435
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Publisher: |
Department of Economics |
Saved in:
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