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Bootstrap validity for the score test when instruments may be weak
Authors:Marcelo J Moreira  Jack R Porter  Gustavo A Suarez
Institution:1. Columbia University, United States;2. FGV/EPGE, Brazil;3. University of Wisconsin, United States;4. Federal Reserve Board, United States
Abstract:It is well-known that size adjustments based on bootstrapping the tt-statistic perform poorly when instruments are weakly correlated with the endogenous explanatory variable. In this paper, we provide a theoretical proof that guarantees the validity of the bootstrap for the score statistic. This theory does not follow from standard results, since the score statistic is not a smooth function of sample means and some parameters are not consistently estimable when the instruments are uncorrelated with the explanatory variable.
Keywords:C12  C31
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