1. Robust Estimation of Wage Dispersion with Censored Data: An Application to Occupational Earnings Risk and Risk Attitudes
- Author
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Franz Palm, Thomas Dohmen, Daniel Pollmann, Macro, International & Labour Economics, RS: GSBE other - not theme-related research, QE Econometrics, RS: GSBE Theme Data-Driven Decision-Making, and RS: FSE DACS Mathematics Centre Maastricht
- Subjects
jel:D81 ,jel:C24 ,jel:D01 ,DETERMINANTS ,jel:C21 ,Risk preferences ,d81 - Criteria for Decision-Making under Risk and Uncertainty ,Microeconomic Behavior: Underlying Principles ,Econometrics ,Economics ,c14 - Semiparametric and Nonparametric Methods: General ,TOBIT ESTIMATOR ,health care economics and organizations ,media_common ,2-STEP ESTIMATION ,Semiparametric and Nonparametric Methods: General ,Wage Level and Structure ,Wage Differentials ,Sorting ,Wage dispersion ,Criteria for Decision-Making under Risk and Uncertainty ,jel:J31 ,Censoring (statistics) ,jel:C14 ,Single Equation Models ,Single Variables: Truncated and Censored Models ,Switching Regression Models ,TESTS ,jel:D1 ,Single Variables: Cross-Sectional Models ,Spatial Models ,Treatment Effect Models ,Quantile Regressions ,Economics and Econometrics ,MISSPECIFICATION ,Occupational choice ,media_common.quotation_subject ,IABS ,MODELS ,c21 - "Single Equation Models ,Quantile Regressions" ,Wage ,Sample (statistics) ,jel:J24 ,j31 - "Wage Level and Structure ,Wage Differentials" ,QUANTILE REGRESSION ,Human Capital ,Skills ,Occupational Choice ,Labor Productivity ,Statistical dispersion ,dispersion estimation, earnings risk, censoring, quantile regression, occupational choice, sorting, risk preferences, SOEP, IABS ,j24 - "Human Capital ,Labor Productivity" ,Censoring ,Estimation ,SAMPLE SELECTION ,Dispersion estimation ,Earnings ,SOEP ,d01 - Microeconomic Behavior: Underlying Principles ,c24 - "Single Equation Models ,Switching Regression Models" ,Quantile regression ,Earnings risk ,INEQUALITY ,AVERSION - Abstract
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. 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.
- Published
- 2020
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