Title of article :
Bootstrap validity for the score test when instruments may be weak
Author/Authors :
Moreira، نويسنده , , Marcelo J. and Porter، نويسنده , , Jack R. and Suarez، نويسنده , , Gustavo A.، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2009
Abstract :
It is well-known that size adjustments based on bootstrapping the t -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 :
Bootstrap , Score statistic , t -statistic , Identification , Non-regular case , Edgeworth expansion , Instrumental variable regression
Journal title :
Journal of Econometrics
Journal title :
Journal of Econometrics