TY  - RPRT
        AU  - Fernández-Val, Iván
AU  - Vuuren, Aico van
AU  - Vella, Francis
        TI  - Nonseparable Sample Selection Models with Censored Selection Rules: An Application to Wage Decompositions
        PY  - 2018/Jan/
        PB  - Institute of Labor Economics (IZA)
        CY  - Bonn
        T2  - IZA Discussion Paper
        IS  - 11294
        UR  - https://www.iza.org/index.php/publications/dp11294
        AB  - We consider identification and estimation of nonseparable sample selection models with censored selection rules. We employ a control function approach and discuss different objects of interest based on (1) local effects conditional on the control function, and (2) global effects obtained from integration over ranges of values of the control function. We provide conditions under which these objects are appropriate for the total population. We also present results regarding the estimation of counterfactual distributions. We derive conditions for identification for these different objects and suggest strategies for estimation. We also provide the associated asymptotic theory. These strategies are illustrated in an empirical investigation of the determinants of female wages and wage growth in the United Kingdom.
        KW  - sample selection
KW  - nonseparable models
KW  - control function
KW  - quantile and distribution regression
        ER  -