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Internalization of knowledge spillovers by regions: a measure based on self-citation patents

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  • Beatriz Pereira Almeida

    (Federal University of Juiz de Fora)

  • Eduardo Gonçalves

    (Federal University of Juiz de Fora)

  • André Suriane Silva

    (Federal University of Juiz de Fora)

  • Raquel Coelho Reis

    (Federal University of Juiz de Fora)

Abstract

Previous papers have approached direct and indirect self-citations at a firm-level considering that firms that internalize more self-knowledge are also those with a more accumulated stock of knowledge, which translates into greater absorptive capacity. When these firms internalize their own knowledge, they are appropriating the returns of their own previous investments in R&D. This paper applies an indirect self-citation measure as a proxy for absorptive capacity of knowledge spillovers in regions to test whether specialization in more basic knowledge technologies facilitates or hampers the internalization of knowledge spillovers. Based on patent citation information from the Organization for Economic Co-operation and Development patent database and other control variables, we estimate a zero-inflated negative binomial model encompassing 645 NUTS-2 regions from 44 countries. The main results show that regions with a higher level of basic technological knowledge are more likely to internalize knowledge spillovers.

Suggested Citation

  • Beatriz Pereira Almeida & Eduardo Gonçalves & André Suriane Silva & Raquel Coelho Reis, 2021. "Internalization of knowledge spillovers by regions: a measure based on self-citation patents," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 66(2), pages 309-330, April.
    • Handle: RePEc:spr:anresc:v:66:y:2021:i:2:d:10.1007_s00168-020-01022-1
    DOI: 10.1007/s00168-020-01022-1
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    1. Iain M. Cockburn & Rebecca M. Henderson, 1998. "Absorptive Capacity, Coauthoring Behavior, and the Organization of Research in Drug Discovery," Journal of Industrial Economics, Wiley Blackwell, vol. 46(2), pages 157-182, June.
    2. Nagaoka, Sadao & Motohashi, Kazuyuki & Goto, Akira, 2010. "Patent Statistics as an Innovation Indicator," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1083-1127, Elsevier.
    3. Meyer, Martin, 2000. "Does science push technology? Patents citing scientific literature," Research Policy, Elsevier, vol. 29(3), pages 409-434, March.
    4. Bruce Kogut & Udo Zander, 1992. "Knowledge of the Firm, Combinative Capabilities, and the Replication of Technology," Organization Science, INFORMS, vol. 3(3), pages 383-397, August.
    5. 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.
    6. Zvi Griliches, 1998. "Productivity and R&D at the Firm Level," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 100-133, National Bureau of Economic Research, Inc.
    7. Fabrizio, Kira R., 2009. "Absorptive capacity and the search for innovation," Research Policy, Elsevier, vol. 38(2), pages 255-267, March.
    8. Gene M. Grossman & Elhanan Helpman, 1991. "Quality Ladders in the Theory of Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(1), pages 43-61.
    9. Salter, Ammon J. & Martin, Ben R., 2001. "The economic benefits of publicly funded basic research: a critical review," Research Policy, Elsevier, vol. 30(3), pages 509-532, March.
    10. Maria Luisa Mancusi, 2004. "International Spillovers and Absorptive Capacity: A cross-country, cross-sector analysis based on European patents and citations," STICERD - Economics of Industry Papers 35, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
    11. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    12. 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.
    13. Zvi Griliches, 1998. "Productivity, R&D, and Basic Research at the Firm Level in the 1970s," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 82-99, National Bureau of Economic Research, Inc.
    14. Link, Albert N, 1981. "Basic Research and Productivity Increase in Manufacturing: Additional Evidence," American Economic Review, American Economic Association, vol. 71(5), pages 1111-1112, December.
    15. 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.
    16. Belenzon, Sharon, 2006. "Basic research and sequential innovation," LSE Research Online Documents on Economics 19862, London School of Economics and Political Science, LSE Library.
    17. Mansfield, Edwin, 1980. "Basic Research and Productivity Increase in Manufacturing," American Economic Review, American Economic Association, vol. 70(5), pages 863-873, December.
    18. Agrawal, Ajay & Cockburn, Iain & Rosell, Carlos, 2010. "Not Invented Here? Innovation in company towns," Journal of Urban Economics, Elsevier, vol. 67(1), pages 78-89, January.
    19. Pavitt, Keith, 1991. "What makes basic research economically useful?," Research Policy, Elsevier, vol. 20(2), pages 109-119, April.
    20. Lee Fleming & Olav Sorenson, 2004. "Science as a map in technological search," Strategic Management Journal, Wiley Blackwell, vol. 25(8‐9), pages 909-928, August.
    21. Sharon Belenzon, 2006. "Basic Research and Sequential Innovation," CEP Discussion Papers dp0723, Centre for Economic Performance, LSE.
    22. Hu, Albert G. Z. & Jaffe, Adam B., 2003. "Patent citations and international knowledge flow: the cases of Korea and Taiwan," International Journal of Industrial Organization, Elsevier, vol. 21(6), pages 849-880, June.
    23. Kenneth Arrow, 1962. "Economic Welfare and the Allocation of Resources for Invention," NBER Chapters, in: The Rate and Direction of Inventive Activity: Economic and Social Factors, pages 609-626, National Bureau of Economic Research, Inc.
    24. Czarnitzki, Dirk & Thorwarth, Susanne, 2012. "Productivity effects of basic research in low-tech and high-tech industries," Research Policy, Elsevier, vol. 41(9), pages 1555-1564.
    25. Zvi Griliches, 1998. "R&D and Productivity: The Econometric Evidence," NBER Books, National Bureau of Economic Research, Inc, number gril98-1.
    26. Manuel Trajtenberg & Adam B. Jaffe & Michael S. Fogarty, 2000. "Knowledge Spillovers and Patent Citations: Evidence from a Survey of Inventors," American Economic Review, American Economic Association, vol. 90(2), pages 215-218, May.
    27. Nathan ROSENBERG, 2009. "Why do firms do basic research (with their own money)?," World Scientific Book Chapters, in: Nathan Rosenberg (ed.), Studies On Science And The Innovation Process Selected Works of Nathan Rosenberg, chapter 11, pages 225-234, World Scientific Publishing Co. Pte. Ltd..
    28. Ashish Arora & Sharon Belenzon & Andrea Patacconi, 2015. "Killing the Golden Goose? The Decline of Science in Corporate R&D," NBER Working Papers 20902, National Bureau of Economic Research, Inc.
    29. Bengt-Åke Lundvall & K. J. Joseph & Cristina Chaminade & Jan Vang (ed.), 2009. "Handbook of Innovation Systems and Developing Countries," Books, Edward Elgar Publishing, number 12943.
    30. Mancusi, Maria Luisa, 2008. "International spillovers and absorptive capacity: A cross-country cross-sector analysis based on patents and citations," Journal of International Economics, Elsevier, vol. 76(2), pages 155-165, December.
    31. Giuliani, Elisa & Bell, Martin, 2005. "The micro-determinants of meso-level learning and innovation: evidence from a Chilean wine cluster," Research Policy, Elsevier, vol. 34(1), pages 47-68, February.
    32. Cooke, Philip, 2002. "Regional Innovation Systems: General Findings and Some New Evidence from Biotechnology Clusters," The Journal of Technology Transfer, Springer, vol. 27(1), pages 133-145, January.
    33. Zvi Griliches, 1998. "The Search for R&D Spillovers," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 251-268, National Bureau of Economic Research, Inc.
    34. Roberta Capello & Camilla Lenzi, 2018. "Regional innovation patterns from an evolutionary perspective," Regional Studies, Taylor & Francis Journals, vol. 52(2), pages 159-171, February.
    35. Griliches, Zvi, 1998. "R&D and Productivity," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226308869.
    36. Aghion, Philippe & Howitt, Peter, 1996. "Research and Development in the Growth Process," Journal of Economic Growth, Springer, vol. 1(1), pages 49-73, March.
    37. Christos Pitelis, 2012. "Clusters, entrepreneurial ecosystem co-creation, and appropriability: a conceptual framework," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 21(6), pages 1359-1388, December.
    38. Richard R. Nelson, 1959. "The Simple Economics of Basic Scientific Research," Journal of Political Economy, University of Chicago Press, vol. 67(3), pages 297-297.
    39. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    JEL classification:

    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General

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