IDEAS home Printed from https://ideas.repec.org/a/taf/regstd/v51y2017i8p1151-1164.html
   My bibliography  Save this article

The locus of knowledge externalities and the cost of knowledge

Author

Listed:
  • Cristiano Antonelli
  • Alessandra Colombelli

Abstract

The locus of knowledge externalities and the cost of knowledge. Regional Studies. This paper provides an extended Crépon–Duguet–Mairesse (CDM) approach to analyse jointly the simultaneous effects of knowledge spillovers in the knowledge-generation and technology production functions. It introduces the distinction between imitation and knowledge externalities and articulates the hypothesis that spillovers yield their effects via three well-distinct mechanisms: (1) knowledge externalities that exert positive and direct effects on the knowledge-production function and (2) indirect effects on the technology-production function via their effects on the cost of knowledge; and (3) imitation externalities that exert direct and positive effects on productivity in the technology-production function. We test our hypotheses on a large panel of Italian companies distributed in NUTS-2 regions for the period 2005–09. The econometric analysis consists of a model comprising a system of equations that test the simultaneous role of spillovers in the knowledge-generation and technology-production functions with the inclusion of endogenous knowledge costs. The results confirm that the access to external knowledge – as an input in the knowledge-generation function – plays a key role in increasing the knowledge output and – as an input in the technology-production function – has positive indirect and direct effects on the productivity of firms.

Suggested Citation

  • Cristiano Antonelli & Alessandra Colombelli, 2017. "The locus of knowledge externalities and the cost of knowledge," Regional Studies, Taylor & Francis Journals, vol. 51(8), pages 1151-1164, August.
  • Handle: RePEc:taf:regstd:v:51:y:2017:i:8:p:1151-1164
    DOI: 10.1080/00343404.2017.1331294
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/00343404.2017.1331294
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/00343404.2017.1331294?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Cristiano Antonelli, 2009. "The economics of innovation: from the classical legacies to the economics of complexity," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 18(7), pages 611-646.
    2. Nesta, Lionel, 2008. "Knowledge and productivity in the world's largest manufacturing corporations," Journal of Economic Behavior & Organization, Elsevier, vol. 67(3-4), pages 886-902, September.
    3. Nicolas van Zeebroeck & Bruno van Pottelsberghe de la Potterie, 2011. "The vulnerability of patent value determinants," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(3), pages 283-308.
    4. Antonelli, Cristiano & Colombelli, Alessandra, 2015. "The knowledge cost function," International Journal of Production Economics, Elsevier, vol. 168(C), pages 290-302.
    5. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    6. repec:fth:harver:1473 is not listed on IDEAS
    7. H. Ben Hassine & F. Boudier & C. Mathieu, 2017. "The two ways of FDI R&D spillovers: evidence from the French manufacturing industry," Applied Economics, Taylor & Francis Journals, vol. 49(25), pages 2395-2408, May.
    8. Wooldridge, Jeffrey M., 1995. "Selection corrections for panel data models under conditional mean independence assumptions," Journal of Econometrics, Elsevier, vol. 68(1), pages 115-132, July.
    9. Antonelli, Cristiano & Krafft, Jackie & Quatraro, Francesco, 2010. "Recombinant knowledge and growth: The case of ICTs," Structural Change and Economic Dynamics, Elsevier, vol. 21(1), pages 50-69, March.
    10. Bronwyn Hall & Jacques Mairesse, 2006. "Empirical studies of innovation in the knowledge-driven economy," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(4-5), pages 289-299.
    11. Cristiano Antonelli (ed.), 2011. "Handbook on the Economic Complexity of Technological Change," Books, Edward Elgar Publishing, number 13391.
    12. Loof, Hans & Heshmati, Almas, 2002. "Knowledge capital and performance heterogeneity: : A firm-level innovation study," International Journal of Production Economics, Elsevier, vol. 76(1), pages 61-85, March.
    13. Fleming, Lee & Sorenson, Olav, 2001. "Technology as a complex adaptive system: evidence from patent data," Research Policy, Elsevier, vol. 30(7), pages 1019-1039, August.
    14. Bruno Crepon & Emmanuel Duguet & Jacques Mairesse, 1998. "Research, Innovation And Productivity: An Econometric Analysis At The Firm Level," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 7(2), pages 115-158.
    15. Zvi Griliches, 1984. "Introduction to "R & D, Patents, and Productivity"," NBER Chapters, in: R&D, Patents, and Productivity, pages 1-20, National Bureau of Economic Research, Inc.
    16. Weitzman, Martin L, 1996. "Hybridizing Growth Theory," American Economic Review, American Economic Association, vol. 86(2), pages 207-212, May.
    17. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," 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 1033-1082, Elsevier.
    18. Cristiano Antonelli & Alessandra Colombelli, 2018. "External and internal knowledge in the knowledge generation function," Chapters, in: The Evolutionary Complexity of Endogenous Innovation, chapter 4, pages 82-108, Edward Elgar Publishing.
    19. 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.
    20. 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.
    21. Francesca Lotti & Giovanni Marin, 2013. "Matching of PATSTAT applications to AIDA firms: discussion of the methodology and results," Questioni di Economia e Finanza (Occasional Papers) 166, Bank of Italy, Economic Research and International Relations Area.
    22. James Adams, 2006. "Learning, internal research, and spillovers," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(1), pages 5-36.
    23. Colombelli, Alessandra & Krafft, Jackie & Quatraro, Francesco, 2013. "Properties of knowledge base and firm survival: Evidence from a sample of French manufacturing firms," Technological Forecasting and Social Change, Elsevier, vol. 80(8), pages 1469-1483.
    24. Nicolas van Zeebroeck, 2011. "The puzzle of patent value indicators," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(1), pages 33-62.
    25. 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.
    26. Lionel Nesta & Pier Paolo Saviotti, 2005. "Coherence Of The Knowledge Base And The Firm'S Innovative Performance: Evidence From The U.S. Pharmaceutical Industry," Journal of Industrial Economics, Wiley Blackwell, vol. 53(1), pages 123-142, March.
    27. Albert N. Link, 2007. "Entrepreneurship, Innovation, and Technological Change," Technical Reports 070716, Brandmeyer Center for Applied Economics, School of Business, University of Kansas.
    28. Philippe Aghion & Ufuk Akcigit & Peter Howitt, 2015. "Lessons from Schumpeterian Growth Theory," American Economic Review, American Economic Association, vol. 105(5), pages 94-99, May.
    29. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    30. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    31. Crepon, B. & Duguet, E. & Mairesse, J., 1998. "Research Investment, Innovation and Productivity: An Econometric Analysis at the Firm Level," Papiers d'Economie Mathématique et Applications 98.15, Université Panthéon-Sorbonne (Paris 1).
    32. 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.
    33. 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.
    34. Zvi Griliches, 1984. "R&D, Patents, and Productivity," NBER Books, National Bureau of Economic Research, Inc, number gril84-1, March.
    35. Stéphane Lhuillery, 2011. "Absorptive capacity, efficiency effect and competitors’ spillovers," Journal of Evolutionary Economics, Springer, vol. 21(4), pages 649-663, October.
    36. 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.
    37. Quatraro, Francesco, 2010. "Knowledge coherence, variety and economic growth: Manufacturing evidence from Italian regions," Research Policy, Elsevier, vol. 39(10), pages 1289-1302, December.
    38. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    39. David L. Rigby, 2015. "Technological Relatedness and Knowledge Space: Entry and Exit of US Cities from Patent Classes," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1922-1937, November.
    40. 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.
    41. Ariel Pakes & Zvi Griliches, 1984. "Patents and R&D at the Firm Level: A First Look," NBER Chapters, in: R&D, Patents, and Productivity, pages 55-72, National Bureau of Economic Research, Inc.
    42. Lionel Nesta & Pier Paolo Saviotti, 2005. "Coherence of the Knowledge Base and the Firms’ Innovative Performance. Evidence from the Bio-Pharmaceutical Industry," SciencePo Working papers Main hal-03417696, HAL.
    43. Zoltan Acs & David Audretsch, 1990. "Innovation and Small Firms," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011131, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Costantini, Valeria & Crespi, Francesco & Paglialunga, Elena & Sforna, Giorgia, 2020. "System transition and structural change processes in the energy efficiency of residential sector: Evidence from EU countries," Structural Change and Economic Dynamics, Elsevier, vol. 53(C), pages 309-329.
    2. D’Amico, Elettra & Belitski, Maksim & Colombelli, Alessandra, 2023. "Evaluating Internal and External Knowledge Sources in Adopting Artificial Intelligence," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 202303, University of Turin.
    3. Conti, C. & Mancusi, M.L. & Sanna-Randaccio, F. & Sestini, R. & Verdolini, E., 2018. "Transition towards a green economy in Europe: Innovation and knowledge integration in the renewable energy sector," Research Policy, Elsevier, vol. 47(10), pages 1996-2009.
    4. F. Fusillo & F. Quatraro & S. Usai, 2019. "Going Green: Environmental Regulation, eco-innovation and technological alliances," Working Paper CRENoS 201907, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    5. Francesco Quatraro & Stefano Usai, 2017. "Knowledge flows, externalities and innovation networks," Regional Studies, Taylor & Francis Journals, vol. 51(8), pages 1133-1137, August.
    6. Grinza, Elena & Quatraro, Francesco, 2019. "Workers’ replacements and firms’ innovation dynamics: New evidence from Italian matched longitudinal data," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    7. Müller, Aranja & Zaby, Alexandra K., 2019. "Research joint ventures and technological proximity," Research Policy, Elsevier, vol. 48(5), pages 1187-1200.
    8. Colombelli, Alessandra & Belitski, Maksim & D’Amico, Elettra, 2023. "Artificial Intelligence and Firm Innovation: The Resource-Allocation Perspective," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 202304, University of Turin.
    9. D’Amico, Elettra & Belitski, Maksim & Colombelli, Alessandra, 2023. "Evaluating Internal and External Knowledge Sources in Adopting Artificial Intelligence," Department of Economics and Statistics Cognetti de Martiis. Working Papers 202315, University of Turin.
    10. David B Audretsch & Maksim Belitski, 2022. "The knowledge spillover of innovation [Resource and output trends in the United States since 1870]," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 31(6), pages 1329-1357.
    11. Colombelli, Alessandra & Belitski, Maksim & D’Amico, Elettra, 2023. "Artificial Intelligence and Firm Innovation: The Resource-Allocation Perspective," Department of Economics and Statistics Cognetti de Martiis. Working Papers 202316, University of Turin.

    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. Antonelli, Cristiano & Colombelli, Alessandra, 2015. "The knowledge cost function," International Journal of Production Economics, Elsevier, vol. 168(C), pages 290-302.
    2. Cristiano Antonelli & Alessandra Colombelli, 2018. "The cost of knowledge," Chapters, in: The Evolutionary Complexity of Endogenous Innovation, chapter 6, pages 128-150, Edward Elgar Publishing.
    3. Antonelli, Cristiano, 2017. "Digital knowledge generation and the appropriability trade-off," Telecommunications Policy, Elsevier, vol. 41(10), pages 991-1002.
    4. Antonelli Cristiano & Colombelli Alessandra, 2013. "Knowledge cumulability and complementarity in the knowledge generation function," Department of Economics and Statistics Cognetti de Martiis. Working Papers 201305, University of Turin.
    5. Antonelli, Cristiano & David, Paul, 2015. "The Generation of Knowledge as an Emergent System Property: An Introduction," Department of Economics and Statistics Cognetti de Martiis. Working Papers 201540, University of Turin.
    6. Cristiano Antonelli, 2017. "The derived demand for knowledge," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 183-194, February.
    7. Krafft Jackie & Quatraro Francesco & Colombelli Alessandra, 2011. "High Growth Firms and Technological Knowledge: Do gazelles follow exploration or exploitation strategies?," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201114, University of Turin.
    8. Antonelli, Cristiano & Krafft, Jackie & Quatraro, Francesco, 2010. "Recombinant knowledge and growth: The case of ICTs," Structural Change and Economic Dynamics, Elsevier, vol. 21(1), pages 50-69, March.
    9. Cristiano Antonelli, 2011. "The Economic Complexity of Technological Change: Knowledge Interaction and Path Dependence," Chapters, in: Cristiano Antonelli (ed.), Handbook on the Economic Complexity of Technological Change, chapter 1, Edward Elgar Publishing.
    10. Baumann, Julian & Kritikos, Alexander S., 2016. "The link between R&D, innovation and productivity: Are micro firms different?," Research Policy, Elsevier, vol. 45(6), pages 1263-1274.
    11. Antonelli, Cristiano & Crespi, Francesco & Quatraro, Francesco, 2022. "Knowledge complexity and the mechanisms of knowledge generation and exploitation: The European evidence," Research Policy, Elsevier, vol. 51(8).
    12. Cohen, Wesley M., 2010. "Fifty Years of Empirical Studies of Innovative Activity and Performance," 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 129-213, Elsevier.
    13. Grazia Cecere & Sascha Rexhäuser & Patrick Schulte, 2019. "From less promising to green? Technological opportunities and their role in (green) ICT innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 28(1), pages 45-63, January.
    14. Quatraro, Francesco, 2010. "Knowledge coherence, variety and economic growth: Manufacturing evidence from Italian regions," Research Policy, Elsevier, vol. 39(10), pages 1289-1302, December.
    15. Cristiano Antonelli & Francesco Crespi & Christian A. Mongeau Ospina & Giuseppe Scellato, 2017. "Knowledge composition, Jacobs externalities and innovation performance in European regions," Regional Studies, Taylor & Francis Journals, vol. 51(11), pages 1708-1720, November.
    16. Bronwyn Hall & Francesca Lotti & Jacques Mairesse, 2009. "Innovation and productivity in SMEs: empirical evidence for Italy," Small Business Economics, Springer, vol. 33(1), pages 13-33, June.
    17. Choi, Mincheol & Lee, Chang-Yang, 2021. "Technological diversification and R&D productivity: The moderating effects of knowledge spillovers and core-technology competence," Technovation, Elsevier, vol. 104(C).
    18. Quatraro, Francesco & Scandura, Alessandra, 2019. "Academic Inventors and the Antecedents of Green Technologies. A Regional Analysis of Italian Patent Data," Ecological Economics, Elsevier, vol. 156(C), pages 247-263.
    19. Quatraro Francesco, 2011. "Knowledge Structure and Regional Economic Growth: The French case," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201112, University of Turin.
    20. Mohnen, Pierre, 2019. "R&D, innovation and productivity," MERIT Working Papers 2019-016, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).

    More about this item

    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:taf:regstd:v:51:y:2017:i:8:p:1151-1164. 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: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/CRES20 .

    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.