IDEAS home Printed from https://ideas.repec.org/p/diw/diwsop/diw_sp458.html
   My bibliography  Save this paper

Estimating Heterogeneous Returns to Education in Germany via Conditional Heteroskedasticity

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://www.diw.de/documents/publikationen/73/diw_01.c.405742.de/diw_sp0458.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    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.
    3. 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.
    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.
    7. Paul J. Devereux & Robert A. Hart, 2010. "Forced to be Rich? Returns to Compulsory Schooling in Britain," Economic Journal, Royal Economic Society, vol. 120(549), pages 1345-1364, December.
    8. 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.
    9. Uusitalo, R. & Conneely, K., 1998. "Estimating Heterogeneous Treatment Effects in the Becker Schooling Model," University of Helsinki, Department of Economics 435, Department of Economics.
    10. Andrea Ichino & Rudolf Winter-Ebmer, 2004. "The Long-Run Educational Cost of World War II," Journal of Labor Economics, University of Chicago Press, vol. 22(1), pages 57-86, January.
    11. Harmon, Colm & Walker, Ian, 1995. "Estimates of the Economic Return to Schooling for the United Kingdom," American Economic Review, American Economic Association, vol. 85(5), pages 1278-1286, December.
    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.
    17. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    18. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    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.
    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. 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).

    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. Saniter, Nils, 2012. "Estimating Heterogeneous Returns to Education in Germany via Conditional Second Moments," VfS Annual Conference 2012 (Goettingen): New Approaches and Challenges for the Labor Market of the 21st Century 62050, Verein für Socialpolitik / German Economic Association.
    2. Cygan-Rehm, Kamila, 2018. "Is additional schooling worthless? Revising the zero returns to compulsory schooling in Germany," VfS Annual Conference 2018 (Freiburg, Breisgau): Digital Economy 181528, Verein für Socialpolitik / German Economic Association.
    3. 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.
    4. 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).
    5. Jacek Liwiński, 2020. "The Impact of Compulsory Schooling on Hourly Wage: Evidence From the 1999 Education Reform in Poland," Evaluation Review, , vol. 44(5-6), pages 437-470, October.
    6. Ragui Assaad & Abdurrahman Aydemir & Meltem Dayioglu & Guray Kirdar, 2016. "Returns to Schooling in Egypt," Working Papers 1000, Economic Research Forum, revised May 2016.
    7. repec:zbw:rwirep:0446 is not listed on IDEAS
    8. Ozturk, Ahmet & Tumen, Semih, 2018. "Education and Labor Market Consequences of Student Protests in Late 1970s and the Subsequent Military Coup in Turkey," IZA Discussion Papers 11733, Institute of Labor Economics (IZA).
    9. Buscha, Franz & Dickson, Matt, 2015. "The Wage Returns to Education over the Life-Cycle: Heterogeneity and the Role of Experience," IZA Discussion Papers 9596, Institute of Labor Economics (IZA).
    10. Ashenfelter, Orley & Harmon, Colm & Oosterbeek, Hessel, 1999. "A review of estimates of the schooling/earnings relationship, with tests for publication bias," Labour Economics, Elsevier, vol. 6(4), pages 453-470, November.
    11. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 562.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    12. Stanislav Avdeev, 2020. "Zero Returns To Higher Education: Evidence From A Natural Experiment," HSE Working papers WP BRP 236/EC/2020, National Research University Higher School of Economics.
    13. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-1160, September.
    14. Matt Dickson, 2013. "The Causal Effect of Education on Wages Revisited," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(4), pages 477-498, August.
    15. Assaad, Ragui & Aydemir, Abdurrahman B. & Dayioglu-Tayfur, Meltem & Kirdar, Murat Güray, 2023. "Wage Returns to Human Capital Resulting from an Extra Year of Primary School: Evidence from Egypt," IZA Discussion Papers 16037, Institute of Labor Economics (IZA).
    16. Devereux, Paul J. & Fan, Wen, 2011. "Earnings returns to the British education expansion," Economics of Education Review, Elsevier, vol. 30(6), pages 1153-1166.
    17. Orley Ashenfelter & Colm Harmon & Hessel Oosterbeek, 1999. "A Review of Estimates of the Schooling/Earnings Relationship, with Tests for Publication Bias," Working Papers 804, Princeton University, Department of Economics, Industrial Relations Section..
    18. Abdurrahman Aydemir & Murat G. Kirdar, 2017. "Low Wage Returns to Schooling in a Developing Country: Evidence from a Major Policy Reform in Turkey," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(6), pages 1046-1086, December.
    19. Seeun Jung, 2014. "Does Education Affect Risk Aversion?: Evidence from the 1973 British Education Reform," PSE Working Papers halshs-00967229, HAL.
    20. Kamila Cygan‐Rehm, 2022. "Are there no wage returns to compulsory schooling in Germany? A reassessment," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(1), pages 218-223, January.
    21. Chen, Yi & Jiang, Sheng & Zhou, Li-An, 2020. "Estimating returns to education in urban China: Evidence from a natural experiment in schooling reform," Journal of Comparative Economics, Elsevier, vol. 48(1), pages 218-233.

    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Lists

    This item is featured on the following reading lists, Wikipedia, or ReplicationWiki pages:
    1. SOEP based publications

    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:diw:diwsop:diw_sp458. 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: Bibliothek (email available below). General contact details of provider: https://edirc.repec.org/data/sodiwde.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.