Advanced Search
MyIDEAS: Login to save this paper or follow this series

Knowledge spillover effects at the sub-regional level. Theory and estimation

Contents:

Author Info

  • Andrea Bonaccorsi

    ()
    (Department of Energy and Systems Engineering, University of Pisa, Italy)

  • Cinzia Daraio

    ()
    (Department of Computer, Control and Management Engineering, Universita' degli Studi di Roma "La Sapienza")

Registered author(s):

    Abstract

    In this paper, we investigate a new approach for the measurement of spillovers. The concept of spillovers is central in many theories of geography, innovation and growth, particularly at the regional level. We evaluate the impact of size and intensity of knowledge production, as observed in publications and patents at the sub-regional level, on the efficiency of manufacturing activity. We employ nonparametric and robust conditional measures in efficiency analysis to a unique dataset at the subregional level (province) for Italy. We find that most Italian provinces are located in a region of absence or extremely low impact of knowledge spillovers. Nevertheless, a few provinces with maximum volume in both patents and publications and some medium-sized provinces with high knowledge intensity show knowledge spillovers.

    Download Info

    If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
    File URL: http://www.dis.uniroma1.it/~bibdis/RePEc/aeg/report/2013-13.pdf
    File Function: Revised version, 2013
    Download Restriction: no

    Bibliographic Info

    Paper provided by Department of Computer, Control and Management Engineering, Universita' degli Studi di Roma "La Sapienza" in its series DIAG Technical Reports with number 2013-13.

    as in new window
    Length: 33 pages
    Date of creation: 2013
    Date of revision:
    Handle: RePEc:aeg:report:2013-13

    Contact details of provider:
    Phone: +390677274140
    Fax: +39 0677274129
    Email:
    Web page: http://www.dis.uniroma1.it
    More information through EDIRC

    Related research

    Keywords: knowledge spillovers; manufacturing industry; growth; efficiency analysis; conditional efficiency; robust nonparametric estimation;

    This paper has been announced in the following NEP Reports:

    References

    References listed on IDEAS
    Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
    as in new window
    1. Jeffrey I. Bernstein & M. Ishaq Nadiri, 1988. "Interindustry R&D Spillovers, Rates Of Return, and Production In High-Tech Industries," NBER Working Papers 2554, National Bureau of Economic Research, Inc.
    2. 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.
    3. Ann E. Harrison & Brian J. Aitken, 1999. "Do Domestic Firms Benefit from Direct Foreign Investment? Evidence from Venezuela," American Economic Review, American Economic Association, vol. 89(3), pages 605-618, June.
    4. Michele Cincera & Bruno Van Pottelsberghe, 2001. "International R&D spillovers: a survey," Brussels Economic Review, ULB -- Universite Libre de Bruxelles, vol. 169(169), pages 3-31.
    5. Lang, Guenter, 2009. "Measuring the returns of R&D--An empirical study of the German manufacturing sector over 45 years," Research Policy, Elsevier, vol. 38(9), pages 1438-1445, November.
    6. Breschi, Stefano & Lissoni, Francesco, 2001. "Knowledge Spillovers and Local Innovation Systems: A Critical Survey," Industrial and Corporate Change, Oxford University Press, vol. 10(4), pages 975-1005, December.
    7. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1992. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," NBER Working Papers 3993, National Bureau of Economic Research, Inc.
    8. Andrea Fosfuri & Massimo Motta & Thomas Ronde, 1998. "Foreign direct investments and spillovers through workers' mobility," Economics Working Papers 258, Department of Economics and Business, Universitat Pompeu Fabra.
    9. Anselin, Luc & Varga, Attila & Acs, Zoltan, 1997. "Local Geographic Spillovers between University Research and High Technology Innovations," Journal of Urban Economics, Elsevier, vol. 42(3), pages 422-448, November.
    10. Audretsch, David B. & Lehmann, Erik E. & Warning, Susanne, 2005. "University spillovers and new firm location," Research Policy, Elsevier, vol. 34(7), pages 1113-1122, September.
    11. Bernstein, Jeffrey I & Nadiri, M Ishaq, 1989. "Research and Development and Intra-industry Spillovers: An Empirical Application of Dynamic Duality," Review of Economic Studies, Wiley Blackwell, vol. 56(2), pages 249-67, April.
    12. Zoltan Acs & David Audretsch & Erik Lehmann, 2013. "The knowledge spillover theory of entrepreneurship," Small Business Economics, Springer, vol. 41(4), pages 757-774, December.
    13. Paul Almeida & Bruce Kogut, 1999. "Localization of Knowledge and the Mobility of Engineers in Regional Networks," Management Science, INFORMS, vol. 45(7), pages 905-917, July.
    14. Woodward, Douglas & Figueiredo, Octavio & Guimaraes, Paulo, 2006. "Beyond the Silicon Valley: University R&D and high-technology location," Journal of Urban Economics, Elsevier, vol. 60(1), pages 15-32, July.
    15. Carrincazeaux, Christophe & Lung, Yannick & Rallet, Alain, 2001. "Proximity and localisation of corporate R&D activities," Research Policy, Elsevier, vol. 30(5), pages 777-789, May.
    16. Nelson, Andrew J., 2009. "Measuring knowledge spillovers: What patents, licenses and publications reveal about innovation diffusion," Research Policy, Elsevier, vol. 38(6), pages 994-1005, July.
    17. Zvi Griliches, 1991. "The Search for R&D Spillovers," NBER Working Papers 3768, National Bureau of Economic Research, Inc.
    18. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-99, June.
    19. Cazals, Catherine & Florens, Jean-Pierre & Simar, Leopold, 2002. "Nonparametric frontier estimation: a robust approach," Journal of Econometrics, Elsevier, vol. 106(1), pages 1-25, January.
    20. Mauro L. Ghinamo, 2012. "Explaining The Variation In The Empirical Estimates Of Academic Knowledge Spillovers," Journal of Regional Science, Wiley Blackwell, vol. 52(4), pages 606-634, October.
    21. Paul Romer, 1989. "Endogenous Technological Change," NBER Working Papers 3210, National Bureau of Economic Research, Inc.
    22. Blomstrom, Magnus & Kokko, Ari, 1998. " Multinational Corporations and Spillovers," Journal of Economic Surveys, Wiley Blackwell, vol. 12(3), pages 247-77, July.
    23. Mansfield, Edwin, 1991. "Academic research and industrial innovation," Research Policy, Elsevier, vol. 20(1), pages 1-12, February.
    24. Cinzia Daraio & Léopold Simar, 2005. "Introducing Environmental Variables in Nonparametric Frontier Models: a Probabilistic Approach," Journal of Productivity Analysis, Springer, vol. 24(1), pages 93-121, 09.
    25. Michele Bagella & Leonardo Becchetti, 2002. "The "geographical agglomeration-private R&D expenditure" effect: Empirical evidence on Italian data," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 11(3), pages 233-247.
    26. Paul M Romer, 1999. "Increasing Returns and Long-Run Growth," Levine's Working Paper Archive 2232, David K. Levine.
    27. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-70, December.
    28. David L. Kay & James E. Pratt & Mildred E. Warner, 2007. "Role of Services in Regional Economy Growth," Growth and Change, Gatton College of Business and Economics, University of Kentucky, vol. 38(3), pages 419-442.
    29. Réjean Landry & Nabil Amara & Mathieu Ouimet, 2007. "Determinants of knowledge transfer: evidence from Canadian university researchers in natural sciences and engineering," The Journal of Technology Transfer, Springer, vol. 32(6), pages 561-592, December.
    30. Kaiser, Ulrich, 1999. "Measuring Knowledge Spillovers in Manufacturing and Services: An Empirical Assessment of Alternative Approaches," ZEW Discussion Papers 99-62, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
    31. Frank T. Rothaermel & Shanti D. Agung & Lin Jiang, 2007. "University entrepreneurship: a taxonomy of the literature," Industrial and Corporate Change, Oxford University Press, vol. 16(4), pages 691-791, August.
    32. Glenn Ellison & Edward L. Glaeser & William R. Kerr, 2007. "What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns," Harvard Business School Working Papers 07-064, Harvard Business School.
    33. Griliches, Zvi & Lichtenberg, Frank, 1984. "Interindustry Technology Flows and Productivity Growth: A Re-examination," The Review of Economics and Statistics, MIT Press, vol. 66(2), pages 324-29, May.
    34. Zvi Griliches, 1979. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 92-116, Spring.
    35. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth Through Creative Destruction," Scholarly Articles 12490578, Harvard University Department of Economics.
    36. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    37. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2002. "Links and Impacts: The Influence of Public Research on Industrial R&D," Management Science, INFORMS, vol. 48(1), pages 1-23, January.
    38. Robert Wieser, 2005. "Research And Development Productivity And Spillovers: Empirical Evidence At The Firm Level," Journal of Economic Surveys, Wiley Blackwell, vol. 19(4), pages 587-621, 09.
    39. Ilke Van Beveren, 2007. "Total factor productivity estimation: A practical review," LICOS Discussion Papers 18207, LICOS - Centre for Institutions and Economic Performance, KU Leuven.
    40. Link, Albert N., 1983. "Inter-firm technology flows and productivity growth," Economics Letters, Elsevier, vol. 11(1-2), pages 179-184.
    41. Aghion, P. & Howitt, P., 1990. "A Model Of Growth Through Creative Destruction," DELTA Working Papers 90-12, DELTA (Ecole normale supérieure).
    42. Saxenian, AnnaLee & Hsu, Jinn-Yuh, 2001. "The Silicon Valley-Hsinchu Connection: Technical Communities and Industrial Upgrading," Industrial and Corporate Change, Oxford University Press, vol. 10(4), pages 893-920, December.
    43. Barrell, Ray & Pain, Nigel, 1999. "Domestic institutions, agglomerations and foreign direct investment in Europe," European Economic Review, Elsevier, vol. 43(4-6), pages 925-934, April.
    44. Scherer, F M, 1982. "Inter-Industry Technology Flows and Productivity Growth," The Review of Economics and Statistics, MIT Press, vol. 64(4), pages 627-34, November.
    45. Jerzmanowski, Michal, 2007. "Total factor productivity differences: Appropriate technology vs. efficiency," European Economic Review, Elsevier, vol. 51(8), pages 2080-2110, November.
    46. Richard R. Nelson, 1959. "The Simple Economics of Basic Scientific Research," Journal of Political Economy, University of Chicago Press, vol. 67, pages 297.
    47. Beise, Marian & Stahl, Harald, 1998. "Public research and industrial innovations in Germany," ZEW Discussion Papers 98-37, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
    48. Mahmut Yaşar & Catherine Paul, 2012. "Firm performance and knowledge spillovers from academic, industrial and foreign linkages: the case of China," Journal of Productivity Analysis, Springer, vol. 38(3), pages 237-253, December.
    49. Claudio Michelacci, 2003. "Low Returns in R&D Due to the Lack of Entrepreneurial Skills," Economic Journal, Royal Economic Society, vol. 113(484), pages 207-225, January.
    50. Adams, James D, 1990. "Fundamental Stocks of Knowledge and Productivity Growth," Journal of Political Economy, University of Chicago Press, vol. 98(4), pages 673-702, August.
    51. Bădin, Luiza & Daraio, Cinzia & Simar, Léopold, 2012. "How to measure the impact of environmental factors in a nonparametric production model," European Journal of Operational Research, Elsevier, vol. 223(3), pages 818-833.
    52. Mansfield, Edwin, 1980. "Basic Research and Productivity Increase in Manufacturing," American Economic Review, American Economic Association, vol. 70(5), pages 863-73, December.
    53. Blazek, David & Sickles, Robin C., 2010. "The impact of knowledge accumulation and geographical spillovers on productivity and efficiency: The case of U. S. shipbuilding during WWII," Economic Modelling, Elsevier, vol. 27(6), pages 1484-1497, November.
    54. Michael Fritsch, 2011. "New Business Formation and Regional Development: A Survey and Assessment of the Evidence," Discussion Papers of DIW Berlin 1127, DIW Berlin, German Institute for Economic Research.
    55. Wennberg, Karl & Wiklund, Johan & Wright, Mike, 2011. "The effectiveness of university knowledge spillovers: Performance differences between university spinoffs and corporate spinoffs," Research Policy, Elsevier, vol. 40(8), pages 1128-1143, October.
    56. Michael J. Orlando, 2004. "Measuring Spillovers from Industrial R&D: On the Importance of Geographic and Technological Proximity," RAND Journal of Economics, The RAND Corporation, vol. 35(4), pages 777-786, Winter.
    57. Kokko, Ari, 1994. "Technology, market characteristics, and spillovers," Journal of Development Economics, Elsevier, vol. 43(2), pages 279-293, April.
    58. 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 630-40, June.
    59. Nicola Lacetera, 2009. "Academic entrepreneurship," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 30(7), pages 443-464.
    60. Tomas Del Barrio-Castro & Jose Garcia-Quevedo, 2005. "Effects of university research on the geography of innovation," Regional Studies, Taylor & Francis Journals, vol. 39(9), pages 1217-1229.
    61. Jian Li & Kunrong Shen & Ru Zhang, 2011. "Measuring Knowledge Spillovers: A Non-appropriable Returns Perspective," Annals of Economics and Finance, Society for AEF, vol. 12(2), pages 265-293, November.
    62. Corinne Autant-Bernard, 2001. "The Geography Of Knowledge Spillovers And Technological Proximity," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 10(4), pages 237-254.
    63. Jones, Charles I, 1995. "R&D-Based Models of Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 759-84, August.
    64. Cantwell, John & Iammarino, Simona, 2001. "EU Regions and Multinational Corporations: Change, Stability and Strengthening of Technological Comparative Advantages," Industrial and Corporate Change, Oxford University Press, vol. 10(4), pages 1007-37, December.
    65. 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.
    66. Lynne G. Zucker & Michael R. Darby & Jeff Armstrong, 1994. "Intellectual Capital and the Firm: The Technology of Geographically Localized Knowledge Spillovers," NBER Working Papers 4946, National Bureau of Economic Research, Inc.
    67. Giuseppe Medda & Claudio Piga & Donald S Siegel, 2005. "University R&D and Firm Productivity: Evidence from Italy," The Journal of Technology Transfer, Springer, vol. 30(2_2), pages 199-205, 01.
    68. Stefano Breschi, 2000. "The Geography of Innovation: A Cross-sector Analysis," Regional Studies, Taylor & Francis Journals, vol. 34(3), pages 213-229.
    Full references (including those not matched with items on IDEAS)

    Citations

    Lists

    This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

    Statistics

    Access and download statistics

    Corrections

    When requesting a correction, please mention this item's handle: RePEc:aeg:report:2013-13. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Antonietta Angelica Zucconi).

    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 references are entirely missing, you can add them using this form.

    If the full references list an item that is present in RePEc, but the system did not link 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 profile, as there may be some citations waiting for confirmation.

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.