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:  We show that income is selectively missing and we demonstrate that standard methods that do not account for the nonrandom selection process lead to significantly biased estimates for individuals with low income .