IDEAS home Printed from https://ideas.repec.org/a/spr/izaels/v4y2015i1p1-3410.1186-s40174-015-0042-1.html
   My bibliography  Save this article

Scars of early non-employment for low educated youth: evidence and policy lessons from Belgium

Author

Listed:
  • Corinna Ghirelli

Abstract

This paper investigates whether the early experience of non-employment has a causal impact on workers’ subsequent career. The analysis is based on a sample of low educated youth graduating between 1994 and 2002 in Flanders (Belgium). To correct for selective incidence of non-employment, we instrument early non-employment by the provincial unemployment rate at graduation. Since the instrument is clustered at the province-graduation year level and the number of clusters is small, inference is based on wild bootstrap methods. We find that one percentage point increase in the proportion of time spent in non-employment during the first two and a half years of the career decreases annual earnings from salaried employment six years after graduation by 10% and annual hours worked by 7% (unconditional effects). Thus, any policy that prevents unemployment in the first place will be beneficial. In addition, curative policies at the micro level may be required, depending on the actual cause of the scar. Copyright Ghirelli. 2015

Suggested Citation

  • Corinna Ghirelli, 2015. "Scars of early non-employment for low educated youth: evidence and policy lessons from Belgium," IZA Journal of European Labor Studies, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-34, December.
  • Handle: RePEc:spr:izaels:v:4:y:2015:i:1:p:1-34:10.1186/s40174-015-0042-1
    DOI: 10.1186/s40174-015-0042-1
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1186/s40174-015-0042-1
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1186/s40174-015-0042-1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. repec:zbw:bofrdp:2010_012 is not listed on IDEAS
    2. Kahn, Lisa B., 2010. "The long-term labor market consequences of graduating from college in a bad economy," Labour Economics, Elsevier, vol. 17(2), pages 303-316, April.
    3. Gervais, Martin & Jaimovich, Nir & Siu, Henry E. & Yedid-Levi, Yaniv, 2016. "What should I be when I grow up? Occupations and unemployment over the life cycle," Journal of Monetary Economics, Elsevier, vol. 83(C), pages 54-70.
    4. Paul J. Devereux & Robert A. Hart, 2007. "The Spot Market Matters: Evidence On Implicit Contracts From Britain," Scottish Journal of Political Economy, Scottish Economic Society, vol. 54(5), pages 661-683, November.
    5. Richard B. Freeman & David A. Wise, 1982. "The Youth Labor Market Problem: Its Nature, Causes, and Consequences," NBER Books, National Bureau of Economic Research, Inc, number free82-1, August.
    6. Juha Kilponen & Torsten Santavirta, 2010. "New Evidence on Implicit Contracts from Linked Employer–Employee Data," Scandinavian Journal of Economics, Wiley Blackwell, vol. 112(4), pages 864-883, December.
    7. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    8. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    9. Philip Oreopoulos & Till von Wachter & Andrew Heisz, 2006. "The Short- and Long-Term Career Effects of Graduating in a Recession: Hysteresis and Heterogeneity in the Market for College Graduates," NBER Working Papers 12159, National Bureau of Economic Research, Inc.
    10. Arulampalam, Wiji, 2001. "Is Unemployment Really Scarring? Effects of Unemployment Experiences on Wages," Economic Journal, Royal Economic Society, vol. 111(475), pages 585-606, November.
    11. Bart Cockx & Matteo Picchio, 2013. "Scarring effects of remaining unemployed for long-term unemployed school-leavers," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 176(4), pages 951-980, October.
    12. Philip Oreopoulos & Till von Wachter & Andrew Heisz, 2012. "The Short- and Long-Term Career Effects of Graduating in a Recession," American Economic Journal: Applied Economics, American Economic Association, vol. 4(1), pages 1-29, January.
    13. Davidson, Russell & MacKinnon, James G., 2010. "Wild Bootstrap Tests for IV Regression," Journal of Business & Economic Statistics, American Statistical Association, vol. 28(1), pages 128-144.
    14. Beaudry, Paul & DiNardo, John, 1991. "The Effect of Implicit Contracts on the Movement of Wages over the Business Cycle: Evidence from Micro Data," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 665-688, August.
    15. Gregg, Paul, 2001. "The Impact of Youth Unemployment on Adult Unemployment in the NCDS," Economic Journal, Royal Economic Society, vol. 111(475), pages 626-653, November.
    16. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    17. Jerry Hausman, 2001. "Mismeasured Variables in Econometric Analysis: Problems from the Right and Problems from the Left," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 57-67, Fall.
    18. Schmillen, Achim & Umkehrer, Matthias, 2013. "The scars of youth : effects of early-career unemployment on future unemployment experience," IAB-Discussion Paper 201306, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    19. Gregory, Mary & Jukes, Robert, 2001. "Unemployment and Subsequent Earnings: Estimating Scarring among British Men 1984-94," Economic Journal, Royal Economic Society, vol. 111(475), pages 607-625, November.
    20. Russell Davidson & James G. MacKinnon, 2008. "Bootstrap inference in a linear equation estimated by instrumental variables," Econometrics Journal, Royal Economic Society, vol. 11(3), pages 443-477, November.
    21. Patrick Puhani, 2000. "The Heckman Correction for Sample Selection and Its Critique," Journal of Economic Surveys, Wiley Blackwell, vol. 14(1), pages 53-68, February.
    22. Thomas A. Mroz & Timothy H. Savage, 2006. "The Long-Term Effects of Youth Unemployment," Journal of Human Resources, University of Wisconsin Press, vol. 41(2).
    23. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2003. "Instrumental variables and GMM: Estimation and testing," Stata Journal, StataCorp LP, vol. 3(1), pages 1-31, March.
    24. Cockx, Bart & Ghirelli, Corinna, 2016. "Scars of recessions in a rigid labor market," Labour Economics, Elsevier, vol. 41(C), pages 162-176.
    25. Christopher A. Pissarides, 1992. "Loss of Skill During Unemployment and the Persistence of Employment Shocks," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(4), pages 1371-1391.
    26. Moulton, Brent R, 1990. "An Illustration of a Pitfall in Estimating the Effects of Aggregate Variables on Micro Unit," The Review of Economics and Statistics, MIT Press, vol. 72(2), pages 334-338, May.
    27. Yuji Genda & Ayako Kondo & Souichi Ohta, 2010. "Long-Term Effects of a Recession at Labor Market Entry in Japan and the United States," Journal of Human Resources, University of Wisconsin Press, vol. 45(1).
    28. David T. Ellwood, 1982. "Teenage Unemployment: Permanent Scars or Temporary Blemishes?," NBER Chapters, in: The Youth Labor Market Problem: Its Nature, Causes, and Consequences, pages 349-390, National Bureau of Economic Research, Inc.
    29. Beatrice Brunner & Andreas Kuhn, 2014. "The impact of labor market entry conditions on initial job assignment and wages," Journal of Population Economics, Springer;European Society for Population Economics, vol. 27(3), pages 705-738, July.
    30. Lori G. Kletzer & Robert W. Fairlie, 2003. "The Long-Term Costs of Job Displacement for Young Adult Workers," ILR Review, Cornell University, ILR School, vol. 56(4), pages 682-698, July.
    31. Amynah Vanessa Gangji & Robert Plasman, 2007. "The Matthew effect of unemployment: how does it affect wages in Belgium," DULBEA Working Papers 07-19.RS, ULB -- Universite Libre de Bruxelles.
    32. Daiji Kawaguchi & Tetsushi Murao, 2014. "Labor‐Market Institutions and Long‐Term Effects of Youth Unemployment," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(S2), pages 95-116, October.
    33. James G. MacKinnon & Matthew D. Webb, 2017. "Wild Bootstrap Inference for Wildly Different Cluster Sizes," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(2), pages 233-254, March.
    34. Gartell, Marie, 2009. "Unemployment and subsequent earnings for Swedish college graduates. A study of scarring effects," Arbetsrapport 2009:2, Institute for Futures Studies.
    35. Gartell, Marie, 2009. "Unemployment and subsequent earnings for Swedish college graduates: a study of scarring effects," Working Paper Series 2009:10, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    36. Gregg, Paul & Tominey, Emma, 2005. "The wage scar from male youth unemployment," Labour Economics, Elsevier, vol. 12(4), pages 487-509, August.
    37. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413.
    38. Badi Baltagi & Chihwa Kao & Sanggon Na, 2013. "Testing for cross-sectional dependence in a panel factor model using the wild bootstrap $$F$$ test," Statistical Papers, Springer, vol. 54(4), pages 1067-1094, November.
    39. Robert H. Topel & Michael P. Ward, 1992. "Job Mobility and the Careers of Young Men," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 439-479.
    40. Freeman, Richard B. & Wise, David A. (ed.), 1982. "The Youth Labor Market Problem," National Bureau of Economic Research Books, University of Chicago Press, number 9780226261614, December.
    41. David Neumark, 2002. "Youth Labor Markets In The United States: Shopping Around Vs. Staying Put," The Review of Economics and Statistics, MIT Press, vol. 84(3), pages 462-482, August.
    42. Yaniv Yedid-Levi & Nir Jaimovic & Henry Siu & Martin Gervais, 2011. "What Should I Be When I Grow Up? Occupations and Employment over the Life Cycle and Business Cycle," 2011 Meeting Papers 893, Society for Economic Dynamics.
    43. Ben Lockwood, 1991. "Information Externalities in the Labour Market and the Duration of Unemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(4), pages 733-753.
    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. Sylvain Chareyron & Naomie Mahmoudi, 2022. "The effects of disability benefits on the employment of low-skilled youth: Evidence from France," Erudite Working Paper 2022-09, Erudite.
    2. Filomena, Mattia & Giorgetti, Isabella & Picchio, Matteo, 2022. "Off to a Bad Start: Youth Nonemployment and Labor Market Outcomes Later in Life," IZA Discussion Papers 15366, Institute of Labor Economics (IZA).
    3. Amélie Barbier-Gauchard & Meixing Dai & Claire Mainguy & Jamel Saadaoui & Moïse Sidiropoulos & Isabelle Terraz & Jamel Trabelsi, 2021. "Towards a more resilient European Union after the COVID-19 crisis," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 11(2), pages 321-348, June.
    4. Marjan Petreski & Nikica Mojsoska-Blazevski & Marcelo Bergolo, 2017. "Labor-Market Scars When Youth Unemployment is Extremely High: Evidence from Macedonia," Eastern European Economics, Taylor & Francis Journals, vol. 55(2), pages 168-196, March.
    5. Mattia Filomena, 2021. "Unemployment Scarring Effects: A Symposium On Empirical Literature," Working Papers 453, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    6. Amélie Barbier-Gauchard & Meixing Dai & Claire Mainguy & Jamel Saadaoui & Moïse Sidiropoulos & Isabelle Terraz & Jamel Trabelsi, 2020. "Towards a more resilient European Union after the COVID-19 crisis," Working Papers hal-03008144, HAL.
    7. Giulia Martina Tanzi, 2023. "Scars of Youth Non-employment and Labour Market Conditions," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 9(2), pages 475-499, July.
    8. Giulia Martina Tanzi, 2020. "Scars of youth non-employment and labour market conditions," Temi di discussione (Economic working papers) 1312, Bank of Italy, Economic Research and International Relations Area.

    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. Corinna GHIRELLI, 2015. "Scars of early non-employment in a rigid labour market," LIDAM Discussion Papers IRES 2015008, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).
    2. Corinna.Ghirelli, 2014. "The scarring effect of early non-employment," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 14/895, Ghent University, Faculty of Economics and Business Administration.
    3. Mattia Filomena, 2021. "Unemployment Scarring Effects: A Symposium On Empirical Literature," Working Papers 453, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    4. Cockx, Bart & Ghirelli, Corinna, 2016. "Scars of recessions in a rigid labor market," Labour Economics, Elsevier, vol. 41(C), pages 162-176.
    5. Schmillen, Achim & Umkehrer, Matthias, 2013. "The scars of youth : effects of early-career unemployment on future unemployment experience," IAB-Discussion Paper 201306, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    6. Bart Cockx & Matteo Picchio, 2013. "Scarring effects of remaining unemployed for long-term unemployed school-leavers," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 176(4), pages 951-980, October.
    7. Giulia Martina Tanzi, 2020. "Scars of youth non-employment and labour market conditions," Temi di discussione (Economic working papers) 1312, Bank of Italy, Economic Research and International Relations Area.
    8. Gianni De Fraja & Sara Lemos & James Rockey, 2021. "The Wounds That Do Not Heal: The Lifetime Scar of Youth Unemployment," Economica, London School of Economics and Political Science, vol. 88(352), pages 896-941, October.
    9. Giulia Martina Tanzi, 2023. "Scars of Youth Non-employment and Labour Market Conditions," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 9(2), pages 475-499, July.
    10. Matthias Umkehrer, 2019. "The impact of declining youth employment stability on future wages," Empirical Economics, Springer, vol. 56(2), pages 619-650, February.
    11. Matteo Picchio & Stefano Staffolani, 2019. "Does apprenticeship improve job opportunities? A regression discontinuity approach," Empirical Economics, Springer, vol. 56(1), pages 23-60, January.
    12. Möller Joachim & Umkehrer Matthias, 2015. "Are there Long-Term Earnings Scars from Youth Unemployment in Germany?," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 235(4-5), pages 474-498, August.
    13. Mattia Filomena & Isabella Giorgetti & Matteo Picchio, 2022. "Off To A Bad Start: Youth Nonemployment And Labor Market Outcomes Later In Life," Working Papers 466, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    14. Fujii, Mayu & Shiraishi, Kousuke & Takayama, Noriyuki, 2013. "The Determinants and Effects of Early Job Separation in Japan," CIS Discussion paper series 590, Center for Intergenerational Studies, Institute of Economic Research, Hitotsubashi University.
    15. Shvartsman, Elena, 2018. "The State of the Economy at Graduation, Wages, and Catch-up Paths: Evidence from Switzerland," IZA Discussion Papers 11622, Institute of Labor Economics (IZA).
    16. Päällysaho, Miika Matias, 2017. "The Short- and Long-Term Effects of Graduating During a Recession: Evidence from Finland," Working Papers 96, VATT Institute for Economic Research.
    17. Liu, Kai & Salvanes, Kjell G. & Sørensen, Erik Ø., 2016. "Good skills in bad times: Cyclical skill mismatch and the long-term effects of graduating in a recession," European Economic Review, Elsevier, vol. 84(C), pages 3-17.
    18. Stefan Eriksson & Dan-Olof Rooth, 2014. "Do Employers Use Unemployment as a Sorting Criterion When Hiring? Evidence from a Field Experiment," American Economic Review, American Economic Association, vol. 104(3), pages 1014-1039, March.
    19. Fraser Summerfield & Ioannis Theodossiou, 2017. "The Effects Of Macroeconomic Conditions At Graduation On Overeducation," Economic Inquiry, Western Economic Association International, vol. 55(3), pages 1370-1387, July.
    20. Toman Barsbai & Andreas Steinmayr & Christoph Winter, 2022. "Immigrating into a Recession: Evidence from Family Migrants to the U.S," Working Papers 2022-01, Faculty of Economics and Statistics, Universität Innsbruck.

    More about this item

    Keywords

    Youth unemployment; Scars; Instrumental variable; Wild bootstrap; JEL Classifications; J31; J64;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search

    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:spr:izaels:v:4:y:2015:i:1:p:1-34:10.1186/s40174-015-0042-1. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.