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Doubly Robust Estimation of Causal Effects with Multivalued Treatments

Author

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  • Uysal, S. Derya

    (Department of Economics and Finance, Institute for Advanced Studies, Vienna, Austria)

Abstract

This paper provides doubly robust estimators for treatment effect parameters which are defined in multivalued treatment effect framework. We apply this method on a unique data set of British Cohort Study (BCS) to estimate returns to different levels of schooling. Average returns are estimated for entire population, as well as conditional on having a specific educational achievement. The analysis is carried out for female and male samples separately to capture possible gender differences. The results indicate that, on average, the percentage wage gain due to higher education versus any other lower educational attainment is higher for highly educated females than highly educated males.

Suggested Citation

  • Uysal, S. Derya, 2013. "Doubly Robust Estimation of Causal Effects with Multivalued Treatments," Economics Series 297, Institute for Advanced Studies.
    • Handle: RePEc:ihs:ihsesp:297
    as

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    File URL: https://irihs.ihs.ac.at/id/eprint/2207
    File Function: First version, 2013
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    References listed on IDEAS

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    Cited by:

    1. Sokbae Lee & Ryo Okui & Yoon†Jae Whang, 2017. "Doubly robust uniform confidence band for the conditional average treatment effect function," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(7), pages 1207-1225, November.
    2. Słoczyński, Tymon & Wooldridge, Jeffrey M., 2018. "A General Double Robustness Result For Estimating Average Treatment Effects," Econometric Theory, Cambridge University Press, vol. 34(1), pages 112-133, February.
    3. Dimitrios Rovithis, 2013. "Do health economic evaluations using observational data provide reliable assessment of treatment effects?," Health Economics Review, Springer, vol. 3(1), pages 1-7, December.
    4. Mussa, E.C. & Mirzabaev, A. & Admassie, A. & Rukundo, E.N., 2018. "Effects of childhood work on long-term out-migration decision in rural Ethiopia," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 276004, International Association of Agricultural Economists.
    5. Dabalen, Andrew L. & Paul, Saumik, 2014. "Effect of Conflict on Dietary Diversity: Evidence from Côte d’Ivoire," World Development, Elsevier, vol. 58(C), pages 143-158.
    6. Nadine Geiger & Sebastian Wichert, 2019. "Birth in times of war - An investigation of health, mortality and social class using historical clinical records," CESifo Working Paper Series 7593, CESifo.
    7. Adeyemo, T. & Okoruwa, V. & Akinyosoye, V., 2018. "Estimating causal effects of cassava based value-webs on smallholders welfare: a multivalued treatment approach," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277052, International Association of Agricultural Economists.

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    More about this item

    Keywords

    Multivalued treatment; returns to schooling; doubly robust estimation;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • I2 - Health, Education, and Welfare - - Education

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