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Estimating Heterogeneous Returns to Education in Germany via Conditional Heteroskedasticity

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  • Nils Saniter

Abstract

In this paper I investigate the causal returns to education for different educational groups in Germany by employing a new method by Klein and Vella (2010) that bases identification on the presence of conditional heteroskedasticity. Compared to IV methods, key advantages of this approach are unbiased estimates in the absence of instruments and parameter interpretation that is not bounded to local average treatment effects. Using data from the German Socio-Economic Panel Study (SOEP) I find that the causal return to education is 8.5% for the entire sample, 2.3% for graduates from the basic school track and 11% for graduates from a higher school track. Across these groups the endogeneity bias in simple OLS regressions varies significantly. This confirms recent evidence in the literature on Germany. Various robustness checks support the findings.

Suggested Citation

  • Nils Saniter, 2012. "Estimating Heterogeneous Returns to Education in Germany via Conditional Heteroskedasticity," SOEPpapers on Multidisciplinary Panel Data Research 458, DIW Berlin, The German Socio-Economic Panel (SOEP).
  • Handle: RePEc:diw:diwsop:diw_sp458
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    1. Ira N. Gang & Klaus F. Zimmermann, 2000. "Is Child like Parent? Educational Attainment and Ethnic Origin," Journal of Human Resources, University of Wisconsin Press, vol. 35(3), pages 550-569.
    2. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    3. Thomas J. Kane & Cecilia Elena Rouse & Douglas Staiger, 1999. "Estimating Returns to Schooling When Schooling is Misreported," NBER Working Papers 7235, National Bureau of Economic Research, Inc.
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    8. Lídia Farré & Roger Klein & Francis Vella, 2012. "Does Increasing Parents’ Schooling Raise the Schooling of the Next Generation? Evidence Based on Conditional Second Moments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 74(5), pages 676-690, October.
    9. Jörn-Steffen Pischke & Till von Wachter, 2008. "Zero Returns to Compulsory Schooling in Germany: Evidence and Interpretation," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 592-598, August.
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    13. Sascha BECKER & Frank SIEBERN-THOMAS, 2001. "Returns to Education in Germany: A Variable Treatment Intensity Approach," Economics Working Papers ECO2001/09, European University Institute.
    14. Klein, Roger & Vella, Francis, 2010. "Estimating a class of triangular simultaneous equations models without exclusion restrictions," Journal of Econometrics, Elsevier, vol. 154(2), pages 154-164, February.
    15. Uusitalo, R. & Conneely, K., 1998. "Estimating Heterogeneous Treatment Effects in the Becker Schooling Model," University of Helsinki, Department of Economics 435, Department of Economics.
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    18. Thomas Siedler, 2010. "Schooling and Citizenship in a Young Democracy: Evidence from Postwar Germany," Scandinavian Journal of Economics, Wiley Blackwell, vol. 112(2), pages 315-338, June.
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    Cited by:

    1. Daniel A. Kamhöfer & Hendrik Schmitz, 2013. "Analyzing Zero Returns to Education in Germany – Heterogeneous Eff ects and Skill Formation," Ruhr Economic Papers 0446, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    2. Shushanik Margaryan & Nils Saniter & Mathias Schumann & Thomas Siedler, 2022. "Do Internships Pay Off? The Effects of Student Internships on Earnings," Journal of Human Resources, University of Wisconsin Press, vol. 57(4), pages 1242-1275.
    3. repec:zbw:rwirep:0446 is not listed on IDEAS
    4. Balestra, Simone & Backes-Gellner, Uschi, 2017. "Heterogeneous returns to education over the wage distribution: Who profits the most?," Labour Economics, Elsevier, vol. 44(C), pages 89-105.
    5. Daniel A. Kamhöfer & Hendrik Schmitz, 2013. "Analyzing Zero Returns to Education in Germany: Heterogeneous Effects and Skill Formation," SOEPpapers on Multidisciplinary Panel Data Research 598, DIW Berlin, The German Socio-Economic Panel (SOEP).
    6. Saniter, Nils & Siedler, Thomas, 2014. "Door Opener or Waste of Time? The Effects of Student Internships on Labor Market Outcomes," IZA Discussion Papers 8141, Institute of Labor Economics (IZA).
    7. Postepska, Agnieszka, 2017. "Ethnic Capital and Intergenerational Transmission of Educational Attainment," IZA Discussion Papers 10851, Institute of Labor Economics (IZA).

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    More about this item

    Keywords

    Return to education; wage equation; control function approach; second moment exclusion restriction;
    All these keywords.

    JEL classification:

    • C3 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

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