I have been playing around with Stata's qreg, and have been reading up
on when qreg is useful. For the case of median regression, I can't find
much literature on it, particularly about the small sample properties of
the estimator. Does anyone know of any simulation studies that compares
the efficiency of the median-regression (LAD) estimator to that of the
OLS estimator in small samples (and ideally with data having outliers)?