Before revision:  We show that income is selectively missing and we demonstrate that standard methods that do not account for the nonrandom selection process are strongly downward biased , in particular for high income individuals .
After revision:  In both applications we show that income is selectively missing and we demonstrate that standard methods that do not account for the nonrandom selection process are strongly downward biased , in particular for high income individuals .