IDEAS home Printed from https://ideas.repec.org/p/ssa/lemwps/2015-05.html
   My bibliography  Save this paper

What do firms know? What do they produce? A new look at the relationship between patenting profiles and patterns of product diversification

Author

Listed:
  • Giovanni Dosi
  • Marco Grazzi
  • Daniele Moschella

Abstract

In this work we analyze the relationship between the patterns of firm diversification, if any, across product lines and across bodies of innovative knowledge, proxied by the patent classes where the firm is present. Putting it more emphatically we investigate the relationship between "what a firm doe" and "what a firm knows". Using a newly developed dataset matching information on patents and products at the firm level, we provide evidence concerning firms' technological and product scope, their relationships, the size-scaling and coherence properties of diversication itself. Our analysis shows that typically firms are much more diversified in terms of products than in terms of technologies, with their main products more related to the exploitation of their innovative knowledge. The scaling properties show that the number of products and technologies increase log-linearly as firms grow. And the directions of diversification themselves display coherence between neighboring activities also at relatively high degrees of diversification. These findings are well in tune with a capability-based theory of the firm.

Suggested Citation

  • Giovanni Dosi & Marco Grazzi & Daniele Moschella, 2015. "What do firms know? What do they produce? A new look at the relationship between patenting profiles and patterns of product diversification," LEM Papers Series 2015/05, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
  • Handle: RePEc:ssa:lemwps:2015/05
    as

    Download full text from publisher

    File URL: http://www.lem.sssup.it/WPLem/files/2015-05.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Giovanni Dosi & Luigi Marengo & Corrado Pasquali, 2010. "How Much Should Society Fuel the Greed of Innovators? On the Relations between Appropriability, Opportunities and Rates of Innovation," Chapters, in: Riccardo Viale & Henry Etzkowitz (ed.), The Capitalization of Knowledge, chapter 4, Edward Elgar Publishing.
    2. Giulio Bottazzi & Angelo Secchi, 2006. "Gibrat's Law and diversification," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 15(5), pages 847-875, October.
    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. Dosi, Giovanni & Grazzi, Marco & Moschella, Daniele, 2015. "Technology and costs in international competitiveness: From countries and sectors to firms," Research Policy, Elsevier, vol. 44(10), pages 1795-1814.
    5. repec:fth:harver:1473 is not listed on IDEAS
    6. Pavitt, Keith, 1998. "Technologies, Products and Organization in the Innovating Firm: What Adam Smith Tells Us and Joseph Schumpeter Doesn't," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 7(3), pages 433-452, September.
    7. Bottazzi, Giulio & Dosi, Giovanni & Lippi, Marco & Pammolli, Fabio & Riccaboni, Massimo, 2001. "Innovation and corporate growth in the evolution of the drug industry," International Journal of Industrial Organization, Elsevier, vol. 19(7), pages 1161-1187, July.
    8. Andrew B. Bernard & J. Bradford Jensen & Stephen J. Redding & Peter K. Schott, 2007. "Firms in International Trade," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 105-130, Summer.
    9. Hall, Bronwyn H. & Mairesse, Jacques, 1995. "Exploring the relationship between R&D and productivity in French manufacturing firms," Journal of Econometrics, Elsevier, vol. 65(1), pages 263-293, January.
    10. Audretsch, David B & Vivarelli, Marco, 1996. "Firms Size and R&D Spillovers: Evidence from Italy," Small Business Economics, Springer, vol. 8(3), pages 249-258, June.
    11. Grazzi, Marco & Sanzo, Roberto & Secchi, Angelo & Zeli, Alessandro, 2013. "The building process of a new integrated system of business micro-data 1989–2004," Journal of Economic and Social Measurement, IOS Press, issue 4, pages 291-324.
    12. Giulio Bottazzi & Davide Pirino, 2010. "Measuring Industry Relatedness and Corporate Coherence," LEM Papers Series 2010/10, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    13. Lionel Nesta & Pier-Paolo Saviotti, 2006. "Firm knowledge and market value in biotechnology," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 15(4), pages 625-652, August.
    14. Nathan Goldschlag & Travis J. Lybbert & Nikolas J. Zolas, 2016. "An �Algorithmic Links with Probabilities� Crosswalk for USPC and CPC Patent Classifications with an Application Towards Industrial Technology Composition," Working Papers 16-15, Center for Economic Studies, U.S. Census Bureau.
    15. -, 2000. "Introdução à técnica de planejamento," Copublicaciones, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), number 1617.
    16. Lybbert, Travis J. & Zolas, Nikolas J., 2014. "Getting patents and economic data to speak to each other: An ‘Algorithmic Links with Probabilities’ approach for joint analyses of patenting and economic activity," Research Policy, Elsevier, vol. 43(3), pages 530-542.
    17. Giovanni Dosi & Marco Faillo & Luigi Marengo, 2003. "Organizational Capabilities, Patterns of Knowledge Accumulation and Governance Structures in Business Firms. An Introduction," LEM Papers Series 2003/11, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    18. Hélène Dernis & Mafini Dosso & Fernando Hervas & Valentine Millot & Mariagrazia Squicciarini & Antonio Vezzani, 2015. "World Corporate Top R&D Investors: Innovation and IP bundles," JRC Research Reports JRC94932, Joint Research Centre.
    19. Sidney G. Winter, 2003. "Understanding dynamic capabilities," Strategic Management Journal, Wiley Blackwell, vol. 24(10), pages 991-995, October.
    20. Carlo Corradini & Pelin Demirel & Giuliana Battisti, 2016. "Technological diversification within UK’s small serial innovators," Small Business Economics, Springer, vol. 47(1), pages 163-177, June.
    21. Zoltan J. Acs & David B. Audretsch, 2008. "Innovation, Market Structure, and Firm Size," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 2, pages 16-23, Edward Elgar Publishing.
    22. Brouwer, Erik & Kleinknecht, Alfred, 1999. "Innovative output, and a firm's propensity to patent.: An exploration of CIS micro data," Research Policy, Elsevier, vol. 28(6), pages 615-624, August.
    23. 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.
    24. Andrew B. Bernard & Marco Grazzi & Chiara Tomasi, 2015. "Intermediaries in International Trade: Products and Destinations," The Review of Economics and Statistics, MIT Press, vol. 97(4), pages 916-920, October.
    25. Patel, Pari & Pavitt, Keith, 1997. "The technological competencies of the world's largest firms: Complex and path-dependent, but not much variety," Research Policy, Elsevier, vol. 26(2), pages 141-156, May.
    26. David J. Teece & Richard Rumelt & Giovanni Dosi & Sidney Winter, 2000. "Understanding Corporate Coherence: Theory and Evidence," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 9, pages 264-293, Edward Elgar Publishing.
    27. Stefano Valvano & Davide Vannoni, 2003. "Diversification Strategies and Corporate Coherence Evidence from Italian Leading Firms," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 23(1), pages 25-41, August.
    28. Breschi, Stefano & Lissoni, Francesco & Malerba, Franco, 2003. "Knowledge-relatedness in firm technological diversification," Research Policy, Elsevier, vol. 32(1), pages 69-87, January.
    29. Giovanni Dosi, 2000. "Sources, Procedures, and Microeconomic Effects of Innovation," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 2, pages 63-114, Edward Elgar Publishing.
    30. Wakelin, Katharine, 1998. "Innovation and export behaviour at the firm level," Research Policy, Elsevier, vol. 26(7-8), pages 829-841, April.
    31. Hirsch, Seev & Lev, Baruch, 1971. "Sales Stabilization Through Export Diversification," The Review of Economics and Statistics, MIT Press, vol. 53(3), pages 270-277, August.
    32. Zoltan Acs & David Audretsch, 1990. "Innovation and Small Firms," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011131, April.
    33. Lucia Piscitello, 2004. "Corporate diversification, coherence and economic performance," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 13(5), pages 757-787, October.
    34. Cynthia A. Montgomery, 1994. "Corporate Diversificaton," Journal of Economic Perspectives, American Economic Association, vol. 8(3), pages 163-178, Summer.
    35. Piscitello, Lucia, 2000. "Relatedness and coherence in technological and product diversification of the world's largest firms," Structural Change and Economic Dynamics, Elsevier, vol. 11(3), pages 295-315, September.
    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. Francesco Lamperti & Mariana Mazzucato & Andrea Roventini & Gregor Semieniuk, 2019. "The Green Transition: Public Policy, Finance, and the Role of the State," Vierteljahrshefte zur Wirtschaftsforschung / Quarterly Journal of Economic Research, DIW Berlin, German Institute for Economic Research, vol. 88(2), pages 73-88.
    2. Tullio Buccellato & Giancarlo Corò, 2018. "Structural change and convergence across European regions," Working Papers 2018:16, Department of Economics, University of Venice "Ca' Foscari".
    3. Lee, Hyunmin, 2023. "Converging technology to improve firm innovation competencies and business performance: Evidence from smart manufacturing technologies," Technovation, Elsevier, vol. 123(C).
    4. Dosi, Giovanni & Mathew, Nanditha & Pugliese, Emanuele, 2019. "What a firm produces matters: diversi cation, coherence and performance of Indian manufacturing," MERIT Working Papers 2019-013, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    5. Filippo Bontadini & Francesco Vona, 2020. "Anatomy of Green Specialization: Evidence from EU Production Data, 1995-2015," SciencePo Working papers Main hal-03403070, HAL.
    6. repec:spo:wpmain:info:hdl:2441/6m5kss847r91no96hiublu6anu is not listed on IDEAS
    7. de Rassenfosse, Gaétan & Grazzi, Marco & Moschella, Daniele & Pellegrino, Gabriele, 2022. "International patent protection and trade: Transaction-level evidence," European Economic Review, Elsevier, vol. 147(C).
    8. Julia Mazzei & Tommaso Rughi & Maria Enrica Virgillito, 2023. "Knowing brown and inventing green? Incremental and radical innovative activities in the automotive sector," Industry and Innovation, Taylor & Francis Journals, vol. 30(7), pages 824-863, August.
    9. Filippo Bontadini & Francesco Vona, 2023. "Anatomy of Green Specialisation: Evidence from EU Production Data, 1995–2015," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 85(3), pages 707-740, August.
    10. Fabio Pieri, 2018. "Vertical organization of production and firm growth," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(1), pages 83-106.
    11. Henry Okwo & Charity Ezenwakwelu & Anthony Igwe & Benedict Imhanrenialena, 2019. "Firm Size and Age mediating the Firm Survival-Hedging Effect: Hayes’ 3-Way Parallel Approach," Sustainability, MDPI, vol. 11(3), pages 1-17, February.
    12. Wonsub Eum & Jeong‐Dong Lee, 2022. "Alternative paths of diversification for developing countries," Review of Development Economics, Wiley Blackwell, vol. 26(4), pages 2336-2355, November.
    13. Montobbio, Fabio & Staccioli, Jacopo & Virgillito, Maria Enrica & Vivarelli, Marco, 2022. "Robots and the origin of their labour-saving impact," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    14. Kang, Taewon & Baek, Chulwoo & Lee, Jeong-Dong, 2019. "Effects of knowledge accumulation strategies through experience and experimentation on firm growth," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 169-181.
    15. Emanuele Pugliese & Lorenzo Napolitano & Andrea Zaccaria & Luciano Pietronero, 2019. "Coherent diversification in corporate technological portfolios," PLOS ONE, Public Library of Science, vol. 14(10), pages 1-22, October.
    16. Filippo Bontadini & Mercedes Campio & Marco Duenas, 2023. "Being at the core: firm product specialisation," LEM Papers Series 2023/09, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    17. Eum, Wonsub & Lee, Jeong-Dong, 2022. "The co-evolution of production and technological capabilities during industrial development," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 454-469.
    18. Giovanni Dosi & Nanditha Mathew & Emanuele Pugliese, 2019. "What a firm produces matters: diversification, coherence and performance of Indian manufacturing firms," LEM Papers Series 2019/10, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    19. Dosi, Giovanni & Mathew, Nanditha & Pugliese, Emanuele, 2022. "What a firm produces matters: Processes of diversification, coherence and performances of Indian manufacturing firms," Research Policy, Elsevier, vol. 51(8).
    20. repec:hal:spmain:info:hdl:2441/6m5kss847r91no96hiublu6anu is not listed on IDEAS
    21. Tullio Buccellato & Giancarlo Corò, 2020. "Path dependence in regional structural change: implications for the EU cohesion and innovation policy," Working Papers 2020:14, Department of Economics, University of Venice "Ca' Foscari".
    22. Lee, Hyunmin, 2023. "Strategic similarity in the co-evolution of technological and business diversification for firm growth: Evidence from smart-manufacturing related firms," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    23. Arianna Martinelli & Julia Mazzei & Daniele Moschella, 2022. "Patent disputes as emerging barriers to technology entry? Empirical evidence from patent opposition," LEM Papers Series 2022/12, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.

    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. Dosi, Giovanni & Mathew, Nanditha & Pugliese, Emanuele, 2022. "What a firm produces matters: Processes of diversification, coherence and performances of Indian manufacturing firms," Research Policy, Elsevier, vol. 51(8).
    2. Emanuele Pugliese & Lorenzo Napolitano & Andrea Zaccaria & Luciano Pietronero, 2017. "Coherent diversification in corporate technological portfolios," Papers 1707.02188, arXiv.org.
    3. Lorenz, Steffi, 2015. "Diversität und Verbundenheit der unternehmerischen Wissensbasis: Ein neuartiger Messansatz mit Indikatoren aus Innovationsprojekten," Discussion Papers on Strategy and Innovation 15-01, Philipps-University Marburg, Department of Technology and Innovation Management (TIM).
    4. Francesco Lamperti & Mariana Mazzucato & Andrea Roventini & Gregor Semieniuk, 2019. "The Green Transition: Public Policy, Finance, and the Role of the State," Vierteljahrshefte zur Wirtschaftsforschung / Quarterly Journal of Economic Research, DIW Berlin, German Institute for Economic Research, vol. 88(2), pages 73-88.
    5. Emanuele Pugliese & Lorenzo Napolitano & Andrea Zaccaria & Luciano Pietronero, 2019. "Coherent diversification in corporate technological portfolios," PLOS ONE, Public Library of Science, vol. 14(10), pages 1-22, October.
    6. Giovanni Dosi & Nanditha Mathew & Emanuele Pugliese, 2019. "What a firm produces matters: diversification, coherence and performance of Indian manufacturing firms," LEM Papers Series 2019/10, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    7. Dosi, Giovanni & Nelson, Richard R., 2010. "Technical Change and Industrial Dynamics as Evolutionary Processes," 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 51-127, Elsevier.
    8. Filippo Bontadini & Mercedes Campi & Marco Due~nas, 2023. "Being at the core: firm product specialisation," Papers 2302.02767, arXiv.org, revised Mar 2023.
    9. Quintana-Garci­a, Cristina & Benavides-Velasco, Carlos A., 2008. "Innovative competence, exploration and exploitation: The influence of technological diversification," Research Policy, Elsevier, vol. 37(3), pages 492-507, April.
    10. Dosi, Giovanni & Mathew, Nanditha & Pugliese, Emanuele, 2019. "What a firm produces matters: diversi cation, coherence and performance of Indian manufacturing," MERIT Working Papers 2019-013, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    11. Filippo Bontadini & Mercedes Campi & Marco Due~nas, 2023. "Being at the core: firm product specialisation," Papers 2302.02767, arXiv.org, revised Mar 2023.
    12. Marco Grazzi & Chiara Piccardo & Cecilia Vergari, 2020. "Concordance and complementarity in IP instruments," Industry and Innovation, Taylor & Francis Journals, vol. 27(7), pages 756-788, August.
    13. Dibiaggio, Ludovic & Nasiriyar, Maryam & Nesta, Lionel, 2014. "Substitutability and complementarity of technological knowledge and the inventive performance of semiconductor companies," Research Policy, Elsevier, vol. 43(9), pages 1582-1593.
    14. de Rassenfosse, Gaétan & Grazzi, Marco & Moschella, Daniele & Pellegrino, Gabriele, 2022. "International patent protection and trade: Transaction-level evidence," European Economic Review, Elsevier, vol. 147(C).
    15. Sandro Mendonca, 2006. "The Revolution Within: Ict And The Shifting Knowledge Base Of The World'S Largest Companies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(8), pages 777-799.
    16. Andrea Conte & Marco Vivarelli, 2014. "Succeeding in innovation: key insights on the role of R&D and technological acquisition drawn from company data," Empirical Economics, Springer, vol. 47(4), pages 1317-1340, December.
    17. René Belderbos & Leo Sleuwaegen & Reinhilde Veugelers, 2010. "Market Integration and Technological Leadership in Europe," European Economy - Economic Papers 2008 - 2015 403, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    18. 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.
    19. Fontanelli, Luca & Guerini, Mattia & Napoletano, Mauro, 2023. "International trade and technological competition in markets with dynamic increasing returns," Journal of Economic Dynamics and Control, Elsevier, vol. 149(C).
    20. Conte, Andrea & Vivarelli, Marco, 2005. "One or Many Knowledge Production Functions? Mapping Innovative Activity Using Microdata," IZA Discussion Papers 1878, Institute of Labor Economics (IZA).

    More about this item

    JEL classification:

    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L20 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - General
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives

    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:ssa:lemwps:2015/05. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/labssit.html .

    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.