IDEAS home Printed from https://ideas.repec.org/p/ihs/ihsesp/297.html
   My bibliography  Save this paper

Doubly Robust Estimation of Causal Effects with Multivalued Treatments

Author

Listed:
  • 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

    Download full text from publisher

    File URL: https://irihs.ihs.ac.at/id/eprint/2207
    File Function: First version, 2013
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. L Feinstein, 2000. "The Relative Economic Importance of Academic, Psychological and Behavioural Attributes Developed on Chilhood," CEP Discussion Papers dp0443, Centre for Economic Performance, LSE.
    2. Michael Lechner, 2002. "Program Heterogeneity And Propensity Score Matching: An Application To The Evaluation Of Active Labor Market Policies," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 205-220, May.
    3. Flossmann Anton L. & Pohlmeier Winfried, 2006. "Causal Returns to Education: A Survey on Empirical Evidence for Germany," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 226(1), pages 6-23, February.
    4. Markus Frölich, 2004. "Programme Evaluation with Multiple Treatments," Journal of Economic Surveys, Wiley Blackwell, vol. 18(2), pages 181-224, April.
    5. Cattaneo, Matias D., 2010. "Efficient semiparametric estimation of multi-valued treatment effects under ignorability," Journal of Econometrics, Elsevier, vol. 155(2), pages 138-154, April.
    6. James J. Heckman & Xuesong Li, 2004. "Selection bias, comparative advantage and heterogeneous returns to education: evidence from China in 2000," Pacific Economic Review, Wiley Blackwell, vol. 9(3), pages 155-171, October.
    7. Jo Blanden & Paul Gregg & Lindsey Macmillan, 2007. "Accounting for Intergenerational Income Persistence: Noncognitive Skills, Ability and Education," Economic Journal, Royal Economic Society, vol. 117(519), pages 43-60, March.
    8. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    9. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part I: Causal Models, Structural Models and Econometric Policy Evaluation," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 70, Elsevier.
    10. Heejung Bang & James M. Robins, 2005. "Doubly Robust Estimation in Missing Data and Causal Inference Models," Biometrics, The International Biometric Society, vol. 61(4), pages 962-973, December.
    11. Tan, Zhiqiang, 2006. "Regression and Weighting Methods for Causal Inference Using Instrumental Variables," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 1607-1618, December.
    12. Zhiqiang Tan, 2010. "Bounded, efficient and doubly robust estimation with inverse weighting," Biometrika, Biometrika Trust, vol. 97(3), pages 661-682.
    13. Uysal, Selver Derya & Pohlmeier, Winfried, 2011. "Unemployment duration and personality," Journal of Economic Psychology, Elsevier, vol. 32(6), pages 980-992.
    14. Tan, Zhiqiang, 2006. "A Distributional Approach for Causal Inference Using Propensity Scores," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 1619-1637, December.
    15. Heineck, Guido & Anger, Silke, 2010. "The returns to cognitive abilities and personality traits in Germany," Labour Economics, Elsevier, vol. 17(3), pages 535-546, June.
    16. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-1160, September.
    17. Feinstein, Leon, 2000. "The relative economic importance of academic, psychological and behavioural attributes developed on childhood," LSE Research Online Documents on Economics 20206, London School of Economics and Political Science, LSE Library.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    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. 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.
    6. 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.
    7. 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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Essilfie, Felix Larry, 2018. "Varietal seed technology and household income of maize farmers: An application of the doubly robust model," Technology in Society, Elsevier, vol. 55(C), pages 85-91.
    2. Krishnan, Pramila & Krutikova, Sofya, 2013. "Non-cognitive skill formation in poor neighbourhoods of urban India," Labour Economics, Elsevier, vol. 24(C), pages 68-85.
    3. Difang Huang & Jiti Gao & Tatsushi Oka, 2022. "Semiparametric Single-Index Estimation for Average Treatment Effects," Papers 2206.08503, arXiv.org, revised Oct 2022.
    4. Gregg, Paul & Propper, Carol & Washbrook, Elizabeth, 2007. "Understanding the relationship between parental income and multiple child outcomes: a decomposition analysis," LSE Research Online Documents on Economics 6196, London School of Economics and Political Science, LSE Library.
    5. Cornelissen Thomas & Jirjahn Uwe & Tsertsvadze Georgi, 2008. "Parental Background and Earnings: German Evidence on Direct and Indirect Relationships," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 228(5-6), pages 554-572, October.
    6. Cobb-Clark, Deborah A. & Kassenboehmer, Sonja C. & Schurer, Stefanie, 2014. "Healthy habits: The connection between diet, exercise, and locus of control," Journal of Economic Behavior & Organization, Elsevier, vol. 98(C), pages 1-28.
    7. 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.
    8. Antoine Marsaudon, 2019. "Do Health Shocks Modify Personality Traits? Evidence from Locus Of Control," PSE Working Papers halshs-01976868, HAL.
    9. Jianxuan Liu & Yanyuan Ma & Lan Wang, 2018. "An alternative robust estimator of average treatment effect in causal inference," Biometrics, The International Biometric Society, vol. 74(3), pages 910-923, September.
    10. Rooth, Dan-Olof, 2011. "Work out or out of work -- The labor market return to physical fitness and leisure sports activities," Labour Economics, Elsevier, vol. 18(3), pages 399-409, June.
    11. Mónica Hernández-Alava & Gurleen Popli, 2017. "Children’s Development and Parental Input: Evidence From the UK Millennium Cohort Study," Demography, Springer;Population Association of America (PAA), vol. 54(2), pages 485-511, April.
    12. Judith Offerhaus, 2013. "The Type to Train?: Impacts of Personality Characteristics on Further Training Participation," SOEPpapers on Multidisciplinary Panel Data Research 531, DIW Berlin, The German Socio-Economic Panel (SOEP).
    13. Heckman, James J. & Urzúa, Sergio, 2010. "Comparing IV with structural models: What simple IV can and cannot identify," Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
    14. Himmler, Oliver & Koenig, Tobias, 2012. "Self-Evaluations and Performance: Evidence from Adolescence," Hannover Economic Papers (HEP) dp-507, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    15. Caliendo, Marco & Künn, Steffen & Weißenberger, Martin, 2016. "Personality traits and the evaluation of start-up subsidies," European Economic Review, Elsevier, vol. 86(C), pages 87-108.
    16. Conti, Gabriella & Frühwirth-Schnatter, Sylvia & Heckman, James J. & Piatek, Rémi, 2014. "Bayesian exploratory factor analysis," Journal of Econometrics, Elsevier, vol. 183(1), pages 31-57.
    17. Nikolov, Plamen & Jimi, Nusrat & Chang, Jerray, 2020. "The Importance of Cognitive Domains and the Returns to Schooling in South Africa: Evidence from Two Labor Surveys," Labour Economics, Elsevier, vol. 65(C).
    18. Andrew Jones & Nigel Rice & Pedro Rosa Dias, 2012. "Quality of schooling and inequality of opportunity in health," Empirical Economics, Springer, vol. 42(2), pages 369-394, April.
    19. Flores, Carlos A. & Mitnik, Oscar A., 2009. "Evaluating Nonexperimental Estimators for Multiple Treatments: Evidence from Experimental Data," IZA Discussion Papers 4451, Institute of Labor Economics (IZA).
    20. Engelhardt, Carina, 2017. "Unemployment and personality: Are conscientiousness and agreeableness related to employability?," Hannover Economic Papers (HEP) dp-621, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.

    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ihs:ihsesp:297. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Doris Szoncsitz (email available below). General contact details of provider: https://edirc.repec.org/data/deihsat.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.