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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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    References listed on IDEAS

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    1. Jörn-Steffen Pischke, 2007. "The Impact of Length of the School Year on Student Performance and Earnings: Evidence From the German Short School Years," Economic Journal, Royal Economic Society, vol. 117(523), pages 1216-1242, October.
    2. 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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    4. 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.
    5. Thomas J. Kane & Cecilia E. Rouse & Douglas Staiger, 1999. "Estimating Returns to Schooling When Schooling is Misreported," Working Papers 798, Princeton University, Department of Economics, Industrial Relations Section..
    6. 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.
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    12. Roger Klein & Francis Vella, 2009. "Estimating the Return to Endogenous Schooling Decisions via Conditional Second Moments," Journal of Human Resources, University of Wisconsin Press, vol. 44(4).
    13. Thomas J. Kane & Cecilia Rouse & Douglas Staiger, 1999. "Estimating Returns to Schooling When Schooling is Misreported," Working Papers 798, Princeton University, Department of Economics, Industrial Relations Section..
    14. Elizabeth Schroeder, 2020. "The impact of microcredit borrowing on household consumption in Bangladesh," Applied Economics, Taylor & Francis Journals, vol. 52(43), pages 4765-4779, September.
    15. 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.
    16. Harmon, Harmon & Ian Walker, 1995. "Estimates of the economic return to schooling for the UK," IFS Working Papers W95/12, Institute for Fiscal Studies.
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    19. Sascha BECKER & Frank SIEBERN-THOMAS, 2001. "Returns to Education in Germany: A Variable Treatment Intensity Approach," Economics Working Papers ECO2001/09, European University Institute.
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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. Kamhöfer, Daniel A. & Schmitz, Hendrik, 2013. "Analyzing Zero Returns to Education in Germany – Heterogeneous Effects and Skill Formation," Ruhr Economic Papers 446, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    3. 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.
    4. repec:zbw:rwirep:0446 is not listed on IDEAS
    5. 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.
    6. Postepska, Agnieszka, 2017. "Ethnic Capital and Intergenerational Transmission of Educational Attainment," IZA Discussion Papers 10851, Institute of Labor Economics (IZA).
    7. 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).

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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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