IDEAS home Printed from https://ideas.repec.org/p/has/discpr/2205.html
   My bibliography  Save this paper

Return to skills and urban size: Evidence from the skill requirements of Hungarian firms

Author

Listed:
  • László Czaller

    (Agglomeration and Social Networks Lendület Research Group, Budapest, H-1097, Hungary and Institute of Economics, Centre for Economic and Regional Studies, H-1097, Hungary)

  • Zoltán Hermann

    (Institute of Economics, Centre for Economic and Regional Studies, Budapest, H-1097, Hungary andInstitute of Economics, Corvinus University, Budapest, HU-1093, Hungary)

Abstract

While most empirical studies document that cognitive and social skills are strong predictors of individual earnings, their impact is not homogenous in space. We argue that dense urban settings utilize cognitive and social skills more intensively than rural areas, therefore the labour market return to these skills is higher in cities. Using data from a representative survey recording the skills requirements of Hungarian firms, we show that social skills are rewarded more in dense urban areas. Surprisingly, this pattern is not observed for cognitive skills. We use instrumental variables strategy to correct for measurement errors in skills, and to deal with the endogeneity of agglomeration. Our results are robust to alternative agglomeration measures and a large set of controls, however, returns to skills vary considerably across worker groups and industries.

Suggested Citation

  • László Czaller & Zoltán Hermann, 2022. "Return to skills and urban size: Evidence from the skill requirements of Hungarian firms," CERS-IE WORKING PAPERS 2205, Institute of Economics, Centre for Economic and Regional Studies.
  • Handle: RePEc:has:discpr:2205
    as

    Download full text from publisher

    File URL: https://kti.krtk.hu/wp-content/uploads/2022/02/CERSIEWP202205.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. David Deming & Lisa B. Kahn, 2018. "Skill Requirements across Firms and Labor Markets: Evidence from Job Postings for Professionals," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 337-369.
    2. Robert Shimer & Lones Smith, 2000. "Assortative Matching and Search," Econometrica, Econometric Society, vol. 68(2), pages 343-370, March.
    3. Donald R. Davis & Jonathan I. Dingel, 2019. "A Spatial Knowledge Economy," American Economic Review, American Economic Association, vol. 109(1), pages 153-170, January.
    4. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    5. James Albrecht & Susan Vroman, 2002. "A Matching Model with Endogenous Skill Requirements," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 43(1), pages 283-305, February.
    6. James Heckman & Flavio Cunha, 2007. "The Technology of Skill Formation," American Economic Review, American Economic Association, vol. 97(2), pages 31-47, May.
    7. Hector Chade & Jan Eeckhout & Lones Smith, 2017. "Sorting through Search and Matching Models in Economics," Journal of Economic Literature, American Economic Association, vol. 55(2), pages 493-544, June.
    8. Raj Chetty & John N. Friedman & Nathaniel Hilger & Emmanuel Saez & Diane Whitmore Schanzenbach & Danny Yagan, 2011. "How Does Your Kindergarten Classroom Affect Your Earnings? Evidence from Project Star," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1593-1660.
    9. Lex Borghans & Bas Ter Weel & Bruce A. Weinberg, 2014. "People Skills and the Labor-Market Outcomes of Underrepresented Groups," ILR Review, Cornell University, ILR School, vol. 67(2), pages 287-334, April.
    10. Hanushek, Eric A. & Schwerdt, Guido & Wiederhold, Simon & Woessmann, Ludger, 2015. "Returns to skills around the world: Evidence from PIAAC," European Economic Review, Elsevier, vol. 73(C), pages 103-130.
    11. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    12. Nathaniel Baum-Snow & Ronni Pavan, 2012. "Understanding the City Size Wage Gap," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(1), pages 88-127.
    13. David H. Autor & Michael J. Handel, 2013. "Putting Tasks to the Test: Human Capital, Job Tasks, and Wages," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 59-96.
    14. Emily Oster, 2019. "Unobservable Selection and Coefficient Stability: Theory and Evidence," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(2), pages 187-204, April.
    15. Flavio Cunha & James J. Heckman & Susanne M. Schennach, 2010. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," Econometrica, Econometric Society, vol. 78(3), pages 883-931, May.
    16. Hans R. A. Koster & Jos Ommeren & Piet Rietveld, 2014. "Agglomeration Economies and Productivity: A Structural Estimation Approach Using Commercial Rents," Economica, London School of Economics and Political Science, vol. 81(321), pages 63-85, January.
    17. 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.
    18. Stuart S. Rosenthal & William C. Strange, 2012. "Female Entrepreneurship, Agglomeration, and a New Spatial Mismatch," The Review of Economics and Statistics, MIT Press, vol. 94(3), pages 764-788, August.
    19. Erik Lindqvist & Roine Vestman, 2011. "The Labor Market Returns to Cognitive and Noncognitive Ability: Evidence from the Swedish Enlistment," American Economic Journal: Applied Economics, American Economic Association, vol. 3(1), pages 101-128, January.
    20. Wheeler, Christopher H., 2006. "Cities and the growth of wages among young workers: Evidence from the NLSY," Journal of Urban Economics, Elsevier, vol. 60(2), pages 162-184, September.
    21. Andersson, Martin & Klaesson , Johan & Larsson , Johan P, 2014. "The Sources of the Urban Wage Premium by Worker Skills," Papers in Innovation Studies 2014/6, Lund University, CIRCLE - Centre for Innovation Research.
    22. Lex Borghans & Bas ter Weel & Bruce A. Weinberg, 2008. "Interpersonal Styles and Labor Market Outcomes," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    23. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September.
    24. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    25. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    26. Glaeser, Edward L & Mare, David C, 2001. "Cities and Skills," Journal of Labor Economics, University of Chicago Press, vol. 19(2), pages 316-342, April.
    27. Koster, Hans R. A., 2013. "Rocketing rents the magnitude and attenuation of agglomeration economies in the commercial property market," LSE Research Online Documents on Economics 58531, London School of Economics and Political Science, LSE Library.
    28. Taelim Choi, 2020. "Agglomeration Effect of Skill-Based Local Labor Pooling: Evidence of South Korea," Sustainability, MDPI, vol. 12(8), pages 1-15, April.
    29. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent, 2008. "Spatial wage disparities: Sorting matters!," Journal of Urban Economics, Elsevier, vol. 63(2), pages 723-742, March.
    30. Ingram, Beth F. & Neumann, George R., 2006. "The returns to skill," Labour Economics, Elsevier, vol. 13(1), pages 35-59, February.
    31. Richard Florida & Charlotta Mellander & Kevin Stolarick & Adrienne Ross, 2012. "Cities, skills and wages," Journal of Economic Geography, Oxford University Press, vol. 12(2), pages 355-377, March.
    32. Allen J. Scott, 2009. "Human capital resources and requirements across the metropolitan hierarchy of the USA," Journal of Economic Geography, Oxford University Press, vol. 9(2), pages 207-226, March.
    33. Martin Andersson & Johan Klaesson & Johan P Larsson, 2014. "The sources of the urban wage premium by worker skills: Spatial sorting or agglomeration economies?," Papers in Regional Science, Wiley Blackwell, vol. 93(4), pages 727-747, November.
    34. Bacolod, Marigee & Blum, Bernardo S. & Strange, William C., 2009. "Skills in the city," Journal of Urban Economics, Elsevier, vol. 65(2), pages 136-153, March.
    Full references (including those not matched with items on IDEAS)

    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. Philipp Ehrl & Leonardo Monasterio, 2021. "Spatial skill concentration agglomeration economies," Journal of Regional Science, Wiley Blackwell, vol. 61(1), pages 140-161, January.
    2. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    3. Combes, Pierre-Philippe & Gobillon, Laurent, 2015. "The Empirics of Agglomeration Economies," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 247-348, Elsevier.
    4. Katharina Werner & Ludger Woessmann, 2021. "The Legacy of Covid-19 in Education," CESifo Working Paper Series 9358, CESifo.
    5. Marigee Bacolod & Bernardo S. Blum & William C. Strange, 2010. "Elements Of Skill: Traits, Intelligences, Education, And Agglomeration," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 245-280, February.
    6. Paul Verstraten & Gerard Verweij & Peter Zwaneveld, 2018. "Why do wages grow faster in urban areas? Sorting of high potentials matters," CPB Discussion Paper 377, CPB Netherlands Bureau for Economic Policy Analysis.
    7. Paul Verstraten & Gerard Verweij & Peter Zwaneveld, 2018. "Why do wages grow faster in urban areas? Sorting of high potentials matters," CPB Discussion Paper 377.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    8. Edivaldo C. Neves Jr & Carlos R. Azzoni, Andre Chagas, 2017. "Skill wage premium and city size," Working Papers, Department of Economics 2017_19, University of São Paulo (FEA-USP).
    9. Niebuhr, Annekatrin, 2016. "Benefits of dense labour markets - Evidence from transitions to employment in Germany," VfS Annual Conference 2016 (Augsburg): Demographic Change 145715, Verein für Socialpolitik / German Economic Association.
    10. repec:hal:spmain:info:hdl:2441/1kv8mtgl748r0ahh12air9erdc is not listed on IDEAS
    11. Lin, Dajun & Lutter, Randall & Ruhm, Christopher J., 2018. "Cognitive performance and labour market outcomes," Labour Economics, Elsevier, vol. 51(C), pages 121-135.
    12. Lennart Ziegler, 2020. "Skill Demand and Posted Wages. Evidence from Online Job Ads in Austria," Vienna Economics Papers vie2002, University of Vienna, Department of Economics.
    13. Guangliang Yang & Lixing Li & Shihe Fu, 2020. "Do rural migrants benefit from labor market agglomeration economies? Evidence from Chinese cities," Growth and Change, Wiley Blackwell, vol. 51(3), pages 910-931, September.
    14. Melinda Petre, 2018. "Are Employers Omniscient? Employer Learning About Cognitive and Noncognitive Skills," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 57(3), pages 323-360, July.
    15. Greta Morando & Lucinda Platt, 2022. "The Impact of Centre‐based Childcare on Non‐cognitive Skills of Young Children," Economica, London School of Economics and Political Science, vol. 89(356), pages 908-946, October.
    16. Ziegler, Lennart, 2021. "Skill Demand and Wages. Evidence from Linked Vacancy Data," IZA Discussion Papers 14511, Institute of Labor Economics (IZA).
    17. Marcenaro-Gutierrez, O.D. & Lopez-Agudo, L.A. & Henriques, C.O., 2021. "Are soft skills conditioned by conflicting factors? A multiobjective programming approach to explore the trade-offs," Economic Analysis and Policy, Elsevier, vol. 72(C), pages 18-40.
    18. Carlsen, Fredrik & Rattsø, Jørn & Stokke, Hildegunn E., 2016. "Education, experience, and urban wage premium," Regional Science and Urban Economics, Elsevier, vol. 60(C), pages 39-49.
    19. Eckhardt Bode & Stephan Brunow & Ingrid Ott & Alina Sorgner, 2019. "Worker Personality: Another Skill Bias beyond Education in the Digital Age," German Economic Review, Verein für Socialpolitik, vol. 20(4), pages 254-294, November.
    20. Ehrl, Philipp & Monteiro Monasterio, Leonardo, 2016. "Historical trades, skills and agglomeration economies," MPRA Paper 69829, University Library of Munich, Germany.
    21. Zheng, Xiaodong & Fang, Zuyi & Wang, Yajun & Fang, Xiangming, 2022. "When left-behind children become adults and parents: The long-term human capital consequences of parental absence in China," China Economic Review, Elsevier, vol. 74(C).

    More about this item

    Keywords

    agglomeration; cognitive and social skills; wages; urban labour markets;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

    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:has:discpr:2205. 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: Nora Horvath (email available below). General contact details of provider: https://edirc.repec.org/data/iehashu.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.