Robust Estimation of Wage Dispersion with Censored Data: An Application to Occupational Earnings Risk and Risk Attitudes
25 Pages Posted: 31 Jul 2013
Date Written: July 31, 2013
We present a semiparametric method to estimate group-level dispersion, which is particularly effective in the presence of censored data. We apply this procedure to obtain measures of occupation-specific wage dispersion using top-coded administrative wage data from the German IAB Employment Sample (IABS). We then relate these robust measures of earnings risk to the risk attitudes of individuals working in these occupations. We find that willingness to take risk is positively correlated with the wage dispersion of an individual’s occupation.
Keywords: dispersion estimation, earnings risk, censoring, quantile regression, occupational choice, sorting, risk preferences, SOEP, IABS
JEL Classification: C14, C21, C24, J24, J31, D01, D81
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