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Intra and inter: regional knowledge spillovers in European Union

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  • Kleoniki Kalapouti
  • Nikos Varsakelis

Abstract

Aim of this paper is to investigate the impact of intra-regional and inter-regional knowledge spillovers on regional new knowledge production. Knowledge diffusion in a region and between a pair of regions is definitely influenced by separate factors in a clear way. The most important thing, however, is to test the impact of these factors on knowledge spillovers when they operate, not separately but, simultaneously. We apply a knowledge production function to data for 210 European regions for a 12 years period (1995–2006). Our results indicate that the returns to scale with respect to the main inputs of the KPF, are increasing with the absence of spillovers and decreasing when knowledge spillovers exist. Technological diversity facilitates the creation of new ideas and knowledge. The cross regional technological proximity is positive and statistically significant. The spatial proximity is also positive and statistically significant. However, the simultaneous consideration of the spatial and technological proximity significantly influences the marginal effects of these independent variables on new knowledge creation. Thus, when a region is geographically contiguous to weak innovative systems then the knowledge spillovers are stronger between regions which innovate in similar technological fields. When a region is geographically contiguous to regions with high innovative activity the knowledge spillovers are stronger between regions which innovate in different technological fields. Finally, the location of a recipient region on the technological fields’ trajectory influences the impact of the technological distance on knowledge transfer. Copyright Springer Science+Business Media New York 2015

Suggested Citation

  • Kleoniki Kalapouti & Nikos Varsakelis, 2015. "Intra and inter: regional knowledge spillovers in European Union," The Journal of Technology Transfer, Springer, vol. 40(5), pages 760-781, October.
  • Handle: RePEc:kap:jtecht:v:40:y:2015:i:5:p:760-781
    DOI: 10.1007/s10961-014-9356-9
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    1. Lydia Greunz, 2003. "Geographically and technologically mediated knowledge spillovers between European regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 37(4), pages 657-680, December.
    2. Cefis, Elena & Orsenigo, Luigi, 2001. "The persistence of innovative activities: A cross-countries and cross-sectors comparative analysis," Research Policy, Elsevier, vol. 30(7), pages 1139-1158, August.
    3. Zoltan J. Acs & David B. Audretsch & Maryann P. Feldman, 2008. "R&D Spillovers and Recipient Firm Size," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 8, pages 88-94, Edward Elgar Publishing.
    4. Henderson, Vernon, 1997. "Medium size cities," Regional Science and Urban Economics, Elsevier, vol. 27(6), pages 583-612, November.
    5. 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.
    6. repec:fth:harver:1473 is not listed on IDEAS
    7. Roderik Ponds & Frank van Oort & Koen Frenken, 2010. "Innovation, spillovers and university--industry collaboration: an extended knowledge production function approach," Journal of Economic Geography, Oxford University Press, vol. 10(2), pages 231-255, March.
    8. 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.
    9. Paola Criscuolo & Rajneesh Narula, 2008. "A novel approach to national technological accumulation and absorptive capacity: aggregating Cohen and Levinthal," The European Journal of Development Research, Taylor and Francis Journals, vol. 20(1), pages 56-73.
    10. Feldman, Maryann P. & Audretsch, David B., 1999. "Innovation in cities:: Science-based diversity, specialization and localized competition," European Economic Review, Elsevier, vol. 43(2), pages 409-429, February.
    11. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-970, December.
    12. 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.
    13. Tappeiner, Gottfried & Hauser, Christoph & Walde, Janette, 2008. "Regional knowledge spillovers: Fact or artifact?," Research Policy, Elsevier, vol. 37(5), pages 861-874, June.
    14. Hausmann, Ricardo & Rodrik, Dani, 2003. "Economic development as self-discovery," Journal of Development Economics, Elsevier, vol. 72(2), pages 603-633, December.
    15. Bottazzi, Laura & Peri, Giovanni, 2003. "Innovation and spillovers in regions: Evidence from European patent data," European Economic Review, Elsevier, vol. 47(4), pages 687-710, August.
    16. Ron Boschma, 2014. "Constructing Regional Advantage and Smart Specialisation: Comparison of Two European Policy Concepts," SCIENZE REGIONALI, FrancoAngeli Editore, vol. 2014(1), pages 51-68.
    17. Rosina Moreno & Raffaele Paci & Stefano Usai, 2006. "Innovation Clusters in the European Regions," European Planning Studies, Taylor & Francis Journals, vol. 14(9), pages 1235-1263, May.
    18. Lydia Greunz, 2004. "Industrial structure and innovation - evidence from European regions," Journal of Evolutionary Economics, Springer, vol. 14(5), pages 563-592, December.
    19. Wagner, Alfred, 1891. "Marshall's Principles of Economics," History of Economic Thought Articles, McMaster University Archive for the History of Economic Thought, vol. 5, pages 319-338.
    20. Rosina Moreno & Raffaele Paci & Stefano Usai, 2005. "Spatial Spillovers and Innovation Activity in European Regions," Environment and Planning A, , vol. 37(10), pages 1793-1812, October.
    21. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
    22. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    23. Jaffe, Adam B, 1988. "Demand and Supply Influences in R&D Intensity and Productivity Growth," The Review of Economics and Statistics, MIT Press, vol. 70(3), pages 431-437, August.
    24. Frank Neffke & Martin Henning & Ron Boschma, 2011. "How Do Regions Diversify over Time? Industry Relatedness and the Development of New Growth Paths in Regions," Economic Geography, Clark University, vol. 87(3), pages 237-265, July.
    25. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    26. Dominique Guellec & Bruno Van Pottelsberghe de la Potterie, 2004. "From R&D to Productivity Growth: Do the Institutional Settings and the Source of Funds of R&D Matter?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(3), pages 353-378, July.
    27. Hans Ouwersloot & Piet Rietveld, 2000. "The Geography of R&D; Tobit Analysis and Bayesian Approach to Mapping R&D Activities for The Netherlands," Tinbergen Institute Discussion Papers 00-043/3, Tinbergen Institute.
    28. Pakes, Ariel & Griliches, Zvi, 1980. "Patents and R&D at the firm level: A first report," Economics Letters, Elsevier, vol. 5(4), pages 377-381.
    29. Lydia Greunz, 2004. "Industrial structure and innovation," ULB Institutional Repository 2013/9461, ULB -- Universite Libre de Bruxelles.
    30. Zoltan J. Acs & Luc Anselin & Attila Varga, 2008. "Patents and Innovation Counts as Measures of Regional Production of New Knowledge," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 11, pages 135-151, Edward Elgar Publishing.
    31. Raffaele Paci & Stefano Usai, 2000. "Technological Enclaves and Industrial Districts: An Analysis of the Regional Distribution of Innovative Activity in Europe," Regional Studies, Taylor & Francis Journals, vol. 34(2), pages 97-114.
    32. Richard C. Levin & Alvin K. Klevorick & Richard R. Nelson & Sidney G. Winter, 1987. "Appropriating the Returns from Industrial Research and Development," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 18(3, Specia), pages 783-832.
    33. Frank Van Oort, 2002. "Innovation and agglomeration economies in the Netherlands," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 93(3), pages 344-360, August.
    34. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    35. Andrea Caragliu & Peter Nijkamp, 2012. "The impact of regional absorptive capacity on spatial knowledge spillovers: the Cohen and Levinthal model revisited," Applied Economics, Taylor & Francis Journals, vol. 44(11), pages 1363-1374, April.
    36. Michael Fritsch & Viktor Slavtchev, 2010. "How does industry specialization affect the efficiency of regional innovation systems?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 45(1), pages 87-108, August.
    37. J. Hirschberg & J. Lye, 2010. "A reinterpretation of interactions in regressions," Applied Economics Letters, Taylor & Francis Journals, vol. 17(5), pages 427-430.
    38. Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343, National Bureau of Economic Research, Inc.
    39. 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.
    40. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    41. Fritsch, Michael & Franke, Grit, 2004. "Innovation, regional knowledge spillovers and R&D cooperation," Research Policy, Elsevier, vol. 33(2), pages 245-255, March.
    42. Hans Ouwersloot & Piet Rietveld, 2000. "The Geography of R&D: Tobit Analysis and a Bayesian Approach to Mapping R&D Activities in the Netherlands," Environment and Planning A, , vol. 32(9), pages 1673-1688, September.
    43. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    44. Ron Boschma & Asier Minondo & Mikel Navarro, 2012. "Related variety and regional growth in Spain," Papers in Regional Science, Wiley Blackwell, vol. 91(2), pages 241-256, June.
    45. repec:bla:scandj:v:104:y:2002:i:4:p:531-45 is not listed on IDEAS
    46. Todtling, Franz & Trippl, Michaela, 2005. "One size fits all?: Towards a differentiated regional innovation policy approach," Research Policy, Elsevier, vol. 34(8), pages 1203-1219, October.
    47. Per Botolf Maurseth & Bart Verspagen, 2002. "Knowledge Spillovers in Europe: A Patent Citations Analysis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 104(4), pages 531-545, December.
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    More about this item

    Keywords

    Regional knowledge production function; Knowledge spillovers; Technological diversity; European regions; O31; O33; O38; R11;
    All these keywords.

    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

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