IDEAS home Printed from https://ideas.repec.org/p/wiw/wiwrsa/ersa10p245.html
   My bibliography  Save this paper

Diversity of human capital and regional growth

Author

Listed:
  • Florian Noseleit
  • Rene Söllner

Abstract

In this paper we study the impact of diversity on regional growth by extending the existing literature in such that we differentiate between industry diversity and human capital diversity. In order to measure human capital diversity we construct a regional measure based on individual occupational data. In fact, based on panel data for German regions we find empirical evidence that regions with higher degrees of human capital diversity exhibit higher GDP-per-capita and employment growth, as well as higher patent-output per R&D-worker. So far the empirical literature whether regional specialization or regional diversification encourage knowledge spillover and therefore promote regional growth mainly focused on the diversity of the regional industry structure and thus disregards that knowledge transmission merely occurs between individuals. This was already described by Jacobs (1969), and is also recognized by Glaeser et al. (1992) who emphasize the importance of interaction between people in close geographical distance for innovation. Nevertheless, the existing literature typically relies on the regional industry diversity as an indicator for the breadth of the local knowledge base. However, we argue that the diversity of skills and knowledge at the individual level rather than the diversity of industries reflects the scope of the local knowledge base and the potential for spillover. A more fruitful approach should therefore take a more disaggregated view on this topic by looking at the diversity of skills and abilities at the level of individuals. We apply two strategies to assure that human capital diversity is not just a proxy of the regional industrial structure. First we calculate a variable for the regional industry diversity equivalent to the occupational diversity using regional industry employment shares at the three digit industry level. Second we incorporate regional employment shares of 27 out of 28 aggregated industries as additional explanatory variables in our regression. Furthermore, skill complementarity and substitutability in production, as well as differences in the importance of knowledge spillovers should be addressed with a detailed consideration of changes in the regional industry structure.

Suggested Citation

  • Florian Noseleit & Rene Söllner, 2011. "Diversity of human capital and regional growth," ERSA conference papers ersa10p245, European Regional Science Association.
  • Handle: RePEc:wiw:wiwrsa:ersa10p245
    as

    Download full text from publisher

    File URL: https://www-sre.wu.ac.at/ersa/ersaconfs/ersa10/ERSA2010finalpaper245.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Glaeser, Edward L. & Scheinkman, JoseA. & Shleifer, Andrei, 1995. "Economic growth in a cross-section of cities," Journal of Monetary Economics, Elsevier, vol. 36(1), pages 117-143, August.
    2. Eaton, Jonathan & Eckstein, Zvi, 1997. "Cities and growth: Theory and evidence from France and Japan," Regional Science and Urban Economics, Elsevier, vol. 27(4-5), pages 443-474, August.
    3. Richard Florida, 2002. "Bohemia and economic geography," Journal of Economic Geography, Oxford University Press, vol. 2(1), pages 55-71, January.
    4. Marcus Berliant & Masahisa Fujita, 2008. "Knowledge Creation As A Square Dance On The Hilbert Cube," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(4), pages 1251-1295, November.
    5. Gianmarco I. P. Ottaviano & Giovanni Peri, 2021. "Rethinking The Effect Of Immigration On Wages," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 9, pages 245-290, World Scientific Publishing Co. Pte. Ltd..
    6. Robert J. Barro, 2013. "Inflation and Economic Growth," Annals of Economics and Finance, Society for AEF, vol. 14(1), pages 121-144, May.
    7. Stephen J. Redding & Daniel M. Sturm, 2008. "The Costs of Remoteness: Evidence from German Division and Reunification," American Economic Review, American Economic Association, vol. 98(5), pages 1766-1797, December.
    8. Ron A. Boschma & Michael Fritsch, 2009. "Creative Class and Regional Growth: Empirical Evidence from Seven European Countries," Economic Geography, Taylor & Francis Journals, vol. 85(4), pages 391-423, October.
    9. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 407-443.
    10. Berliant, Marcus & Reed III, Robert R. & Wang, Ping, 2006. "Knowledge exchange, matching, and agglomeration," Journal of Urban Economics, Elsevier, vol. 60(1), pages 69-95, July.
    11. Peneder, Michael, 2003. "Industrial structure and aggregate growth," Structural Change and Economic Dynamics, Elsevier, vol. 14(4), pages 427-448, December.
    12. Jacquemin, Alexis P & Berry, Charles H, 1979. "Entropy Measure of Diversification and Corporate Growth," Journal of Industrial Economics, Wiley Blackwell, vol. 27(4), pages 359-369, June.
    13. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    14. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    15. Marcus Berliant & Masahisa Fujita, 2011. "The Dynamics of Knowledge Diversity and Economic Growth," Southern Economic Journal, John Wiley & Sons, vol. 77(4), pages 856-884, April.
    16. Redding, Stephen & Venables, Anthony J., 2004. "Economic geography and international inequality," Journal of International Economics, Elsevier, vol. 62(1), pages 53-82, January.
    17. Gemmell, Norman, 1996. "Evaluating the Impacts of Human Capital Stocks and Accumulation on Economic Growth: Some New Evidence," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 58(1), pages 9-28, February.
    18. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    19. Ron Boschma & Simona Iammarino, 2009. "Related Variety, Trade Linkages, and Regional Growth in Italy," Economic Geography, Clark University, vol. 85(3), pages 289-311, July.
    20. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    21. repec:hoo:wpaper:e-95-4 is not listed on IDEAS
    22. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    23. Federico Cingano & Fabiano Schivardi, 2004. "Identifying the Sources of Local Productivity Growth," Journal of the European Economic Association, MIT Press, vol. 2(4), pages 720-742, June.
    24. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-970, December.
    25. Glaeser, Edward L & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1992. "Growth in Cities," Journal of Political Economy, University of Chicago Press, vol. 100(6), pages 1126-1152, December.
      • Edward L. Glaeser & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1991. "Growth in Cities," NBER Working Papers 3787, National Bureau of Economic Research, Inc.
      • Glaeser, Edward Ludwig & Kallal, Hedi D. & Scheinkman, Jose A. & Shleifer, Andrei, 1992. "Growth in Cities," Scholarly Articles 3451309, Harvard University Department of Economics.
    26. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    27. Berry, Charles H, 1971. "Corporate Growth and Diversification," Journal of Law and Economics, University of Chicago Press, vol. 14(2), pages 371-384, October.
    28. Funke, Michael & Strulik, Holger, 1999. "Regional growth in West Germany: convergence or divergence?," Economic Modelling, Elsevier, vol. 16(4), pages 489-502, December.
    29. Robert J. Barro, 2001. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 91(2), pages 12-17, May.
    30. Baltagi, Badi H. & Wu, Ping X., 1999. "Unequally Spaced Panel Data Regressions With Ar(1) Disturbances," Econometric Theory, Cambridge University Press, vol. 15(6), pages 814-823, December.
    31. Simon, Curtis J., 1998. "Human Capital and Metropolitan Employment Growth," Journal of Urban Economics, Elsevier, vol. 43(2), pages 223-243, March.
    32. Gianmarco I. P. Ottaviano & Giovanni Peri, 2016. "Rethinking The Effect Of Immigration On Wages," World Scientific Book Chapters,in: The Economics of International Migration, chapter 2, pages 35-80 World Scientific Publishing Co. Pte. Ltd..
    33. Alfred Marshall, 2005. "From Principles of Economics," World Scientific Book Chapters, in: Guang-Zhen Sun (ed.), Readings In The Economics Of The Division Of Labor The Classical Tradition, chapter 21, pages 195-215, World Scientific Publishing Co. Pte. Ltd..
    34. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    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. Duranton, Gilles & Puga, Diego, 2014. "The Growth of Cities," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 5, pages 781-853, Elsevier.
    2. Matthias Firgo & Peter Mayerhofer, 2015. "Wissens-Spillovers und regionale Entwicklung - welche strukturpolitische Ausrichtung optimiert des Wachstum?," Working Paper Reihe der AK Wien - Materialien zu Wirtschaft und Gesellschaft 144, Kammer für Arbeiter und Angestellte für Wien, Abteilung Wirtschaftswissenschaft und Statistik.
    3. Aurélie LALANNE & Guillaume POUYANNE, 2012. "Ten years of metropolization in economics: a bibliometric approach (In French)," Cahiers du GREThA (2007-2019) 2012-11, Groupe de Recherche en Economie Théorique et Appliquée (GREThA).
    4. Matthias Firgo & Peter Mayerhofer, 2015. "Wissensintensive Unternehmensdienste, Wissens-Spillovers und regionales Wachstum. Teilprojekt 1: Wissens-Spillovers und regionale Entwicklung – Welche strukturpolitische Ausrichtung optimiert das Wach," WIFO Studies, WIFO, number 58342, January-A.
    5. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," 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 349-404, Elsevier.
    6. Marcus Berliant & Ping Wang, 2005. "Dynamic Urban Models: Agglomeration and Growth," Contributions to Economic Analysis, in: Urban Dynamics and Growth: Advances in Urban Economics, pages 533-581, Emerald Group Publishing Limited.
    7. Simon, Curtis J. & Nardinelli, Clark, 2002. "Human capital and the rise of American cities, 1900-1990," Regional Science and Urban Economics, Elsevier, vol. 32(1), pages 59-96, January.
    8. Edward L. Glaeser & Joshua D. Gottlieb, 2009. "The Wealth of Cities: Agglomeration Economies and Spatial Equilibrium in the United States," Journal of Economic Literature, American Economic Association, vol. 47(4), pages 983-1028, December.
    9. Giulio Cainelli & Roberto Ganau & Donato Iacobucci, 2016. "Do Geographic Concentration and Vertically Related Variety Foster Firm Productivity? Micro-Evidence from Italy," Growth and Change, Wiley Blackwell, vol. 47(2), pages 197-217, June.
    10. Jun Koo & Tae‐Eun Kim, 2009. "When R&D matters for regional growth: A tripod approach," Papers in Regional Science, Wiley Blackwell, vol. 88(4), pages 825-840, November.
    11. Ron Vreeker, 2004. "Urban Multifunctional Land Use and Externalities," ERSA conference papers ersa04p346, European Regional Science Association.
    12. Berliant, Marcus & Reed III, Robert R. & Wang, Ping, 2006. "Knowledge exchange, matching, and agglomeration," Journal of Urban Economics, Elsevier, vol. 60(1), pages 69-95, July.
    13. Edward L. Glaeser, 1998. "Are Cities Dying?," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 139-160, Spring.
    14. GUILLAIN, Rachel & HURIOT, Jean-Marie, 1999. "How information shapes cities: theory and facts," LATEC - Document de travail - Economie (1991-2003) 1999-05, LATEC, Laboratoire d'Analyse et des Techniques EConomiques, CNRS UMR 5118, Université de Bourgogne.
    15. Feldman, Maryann P. & Kogler, Dieter F., 2010. "Stylized Facts in the Geography of Innovation," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 381-410, Elsevier.
    16. Haifeng Qian, 2018. "Knowledge-Based Regional Economic Development: A Synthetic Review of Knowledge Spillovers, Entrepreneurship, and Entrepreneurial Ecosystems," Economic Development Quarterly, , vol. 32(2), pages 163-176, May.
    17. Koen Frenken & Frank G. van Oort & Thijs Verburg & Ron A. Boschma, 2004. "Variety and regional economic growth in the Netherlands," Papers in Evolutionary Economic Geography (PEEG) 0502, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Dec 2004.
    18. Südekum, Jens, 2008. "Convergence of the skill composition across German regions," Regional Science and Urban Economics, Elsevier, vol. 38(2), pages 148-159, March.
    19. Benjamin Montmartin & Ludovic Dibiaggio & Lionel Nesta, 2018. "Regional Alignment and Productivity Growth," SciencePo Working papers Main halshs-01948337, HAL.
    20. Thomas Doring & Jan Schnellenbach, 2006. "What do we know about geographical knowledge spillovers and regional growth?: A survey of the literature," Regional Studies, Taylor & Francis Journals, vol. 40(3), pages 375-395.

    More about this item

    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:wiw:wiwrsa:ersa10p245. 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: Gunther Maier (email available below). General contact details of provider: http://www.ersa.org .

    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.