Robust Estimation of Wage Dispersion with Censored Data: An Application to Occupational Earnings Risk and Risk Attitudes

Autor: Franz Palm, Thomas Dohmen, Daniel Pollmann
Přispěvatelé: Macro, International & Labour Economics, RS: GSBE other - not theme-related research, QE Econometrics, RS: GSBE Theme Data-Driven Decision-Making, RS: FSE DACS Mathematics Centre Maastricht
Rok vydání: 2020
Předmět:
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
Zdroj: De Economist, 168(4), 519-540. Springer
ISSN: 1572-9982
0013-063X
DOI: 10.1007/s10645-020-09374-x
Popis: 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.
Databáze: OpenAIRE
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