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What do Firms Gain from Patenting? The Case of the Global ICT Industry

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  • Dimitrios Exadaktylos
  • Mahdi Ghodsi
  • Armando Rungi

Abstract

This study investigates the causal relationship between patent grants and firms' dynamics in the Information and Communication Technology (ICT) industry, as the latter is a peculiar sector of modern economies, often under the lens of antitrust authorities. For our purpose, we exploit matched information about financial accounts and patenting activity in 2009-2017 by 179,660 companies operating in 39 countries. Preliminarily, we show how bigger companies are less than 2% of the sample, although they concentrate about 89% of the grants obtained in the period of analyses. Thus, we test that patent grants in the ICT industry have a significant and large impact on market shares and firm size of smaller companies (31.5% and 30.7%, respectively) in the first year after the grants, while we have no evidence of an impact for bigger companies. After a novel instrumental variable strategy that exploits information at the level of patent offices, we confirm that most of the effects on smaller companies are due to the protection of property rights and not to the innovative content of inventions. Finally, we never observe a significant impact on either profitability or productivity for any firm size category. Eventually, we discuss how our findings support the idea that the ICT industry is a case of endogenous R&D sunk costs, which prevent profit margins from rising in the presence of a relatively high market concentration.

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  • Dimitrios Exadaktylos & Mahdi Ghodsi & Armando Rungi, 2021. "What do Firms Gain from Patenting? The Case of the Global ICT Industry," Papers 2108.00814, arXiv.org, revised Jul 2024.
  • Handle: RePEc:arx:papers:2108.00814
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    1. Pierre Mohnen & Bronwyn H. Hall, 2013. "Innovation and Productivity: An Update," Eurasian Business Review, Eurasia Business and Economics Society, vol. 3(1), pages 47-65, Spring.
    2. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    3. Gita Gopinath & Şebnem Kalemli-Özcan & Loukas Karabarbounis & Carolina Villegas-Sanchez, 2017. "Capital Allocation and Productivity in South Europe," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1915-1967.
    4. Javier Cravino & Andrei A. Levchenko, 2017. "Multinational Firms and International Business Cycle Transmission," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 921-962.
    5. Josh Lerner & Jean Tirole, 2004. "Efficient Patent Pools," American Economic Review, American Economic Association, vol. 94(3), pages 691-711, June.
    6. Exadaktylos, Dimitrios & Riccaboni, Massimo & Rungi, Armando, 2024. "Talents from abroad. Foreign managers and productivity in the United Kingdom," International Economics, Elsevier, vol. 177(C).
    7. 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.
    8. Natarajan Balasubramanian & Jagadeesh Sivadasan, 2011. "What Happens When Firms Patent? New Evidence from U.S. Economic Census Data," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 126-146, February.
    9. Josh Lerner & Jean Tirole, 2015. "Standard-Essential Patents," Journal of Political Economy, University of Chicago Press, vol. 123(3), pages 547-586.
    10. Baron, Justus & Ménière, Yann & Pohlmann, Tim, 2014. "Standards, consortia, and innovation," International Journal of Industrial Organization, Elsevier, vol. 36(C), pages 22-35.
    11. Jérôme Danguy & Gaetan de Rassenfosse & Bruno van Pottelsberghe de la Potterie, 2014. "On the origins of the worldwide surge in patenting: an industry perspective on the R&D–patent relationship," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(2), pages 535-572.
    12. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    13. Carl Shapiro, 2001. "Navigating the Patent Thicket: Cross Licenses, Patent Pools, and Standard Setting," NBER Chapters, in: Innovation Policy and the Economy, Volume 1, pages 119-150, National Bureau of Economic Research, Inc.
    14. Ashish Arora & Alfonso Gambardella, 2010. "Ideas for rent: an overview of markets for technology," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(3), pages 775-803, June.
    15. Alberto Galasso & Mark Schankerman, 2010. "Patent thickets, courts, and the market for innovation," RAND Journal of Economics, RAND Corporation, vol. 41(3), pages 472-503, September.
    16. Bronwyn H. Hall, 2005. "Exploring the Patent Explosion," The Journal of Technology Transfer, Springer, vol. 30(2_2), pages 35-48, January.
    17. Annette Alstadsæter & Salvador Barrios & Gaetan Nicodeme & Agnieszka Maria Skonieczna & Antonio Vezzani, 2018. "Patent boxes design, patents location, and local R&D," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 33(93), pages 131-177.
    18. Steven Berry & Martin Gaynor & Fiona Scott Morton, 2019. "Do Increasing Markups Matter? Lessons from Empirical Industrial Organization," Journal of Economic Perspectives, American Economic Association, vol. 33(3), pages 44-68, Summer.
    19. Zoltan J. Acs & David B. Audretsch, 2008. "Innovation in Large and Small Firms: An Empirical Analysis," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 1, pages 3-15, Edward Elgar Publishing.
    20. Michael Noel & Mark Schankerman, 2013. "Strategic Patenting and Software Innovation," Journal of Industrial Economics, Wiley Blackwell, vol. 61(3), pages 481-520, September.
    21. Blind, Knut & Petersen, Sören S. & Riillo, Cesare A.F., 2017. "The impact of standards and regulation on innovation in uncertain markets," Research Policy, Elsevier, vol. 46(1), pages 249-264.
    22. Boldrin,Michele & Levine,David K., 2010. "Against Intellectual Monopoly," Cambridge Books, Cambridge University Press, number 9780521127264, January.
    23. Rachel Griffith & Elena Huergo & Jacques Mairesse & Bettina Peters, 2006. "Innovation and Productivity Across Four European Countries," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 22(4), pages 483-498, Winter.
    24. Sørensen, Bent E & Kalemli-Özcan, Sebnem & Volosovych, Vadym & Villegas-Sanchez, Carolina & Yesiltas, Sevcan, 2015. "How to construct nationally representative firm level data from the ORBIS global database," CEPR Discussion Papers 10829, C.E.P.R. Discussion Papers.
    25. Ronald B. Davies & Dieter F. Kogler & Ryan Hynes, 2020. "Patent Boxes and the Success Rate of Applications," CESifo Working Paper Series 8375, CESifo.
    26. Josh Lerner & Jean Tirole, 2008. "Public Policy toward Patent Pools," NBER Chapters, in: Innovation Policy and the Economy, Volume 8, pages 157-186, National Bureau of Economic Research, Inc.
    27. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    28. Lee G. Branstetter & Britta Glennon & J. Bradford Jensen, 2019. "The IT Revolution and the Globalization of R&D," Innovation Policy and the Economy, University of Chicago Press, vol. 19(1), pages 1-37.
    29. Noailly, Joëlle & Smeets, Roger, 2015. "Directing technical change from fossil-fuel to renewable energy innovation: An application using firm-level patent data," Journal of Environmental Economics and Management, Elsevier, vol. 72(C), pages 15-37.
    30. Sutton, John, 1986. "Vertical Product Differentiation: Some Basic Themes," American Economic Review, American Economic Association, vol. 76(2), pages 393-398, May.
    31. Simon Bösenberg & Peter H. Egger, 2017. "R&D tax incentives and the emergence and trade of ideas," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 32(89), pages 39-80.
    32. Georg Graevenitz & Stefan Wagner & Dietmar Harhoff, 2013. "Incidence and Growth of Patent Thickets: The Impact of Technological Opportunities and Complexity," Journal of Industrial Economics, Wiley Blackwell, vol. 61(3), pages 521-563, September.
    33. Venturini, Francesco, 2022. "Intelligent technologies and productivity spillovers: Evidence from the Fourth Industrial Revolution," Journal of Economic Behavior & Organization, Elsevier, vol. 194(C), pages 220-243.
    34. Crespi, Gustavo & Zuniga, Pluvia, 2012. "Innovation and Productivity: Evidence from Six Latin American Countries," World Development, Elsevier, vol. 40(2), pages 273-290.
    35. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    36. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2000. "Protecting Their Intellectual Assets: Appropriability Conditions and Why U.S. Manufacturing Firms Patent (or Not)," NBER Working Papers 7552, National Bureau of Economic Research, Inc.
    37. Michele Boldrin & David K. Levine, 2013. "The Case against Patents," Journal of Economic Perspectives, American Economic Association, vol. 27(1), pages 3-22, Winter.
    38. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2014. "Return of the Solow Paradox? IT, Productivity, and Employment in US Manufacturing," American Economic Review, American Economic Association, vol. 104(5), pages 394-399, May.
    39. Øystein Bieltvedt Skeie & Åsa Johansson & Carlo Menon & Stéphane Sorbe, 2017. "Innovation, patent location and tax planning by multinationals," OECD Economics Department Working Papers 1360, OECD Publishing.
    40. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    41. Chih-Yi, Su & Bou-Wen, Lin, 2021. "Attack and defense in patent-based competition: A new paradigm of strategic decision-making in the era of the fourth industrial revolution," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
    42. Shaked, Avner & Sutton, John, 1987. "Product Differentiation and Industrial Structure," Journal of Industrial Economics, Wiley Blackwell, vol. 36(2), pages 131-146, December.
    43. Stuart Graham & Saurabh Vishnubhakat, 2013. "Of Smart Phone Wars and Software Patents," Journal of Economic Perspectives, American Economic Association, vol. 27(1), pages 67-86, Winter.
    44. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    45. Loredana Fattorini & Mahdi Ghodsi & Armando Rungi, 2020. "Cohesion Policy Meets Heterogeneous Firms," Journal of Common Market Studies, Wiley Blackwell, vol. 58(4), pages 803-817, July.
    46. Teece, David J., 2018. "Profiting from innovation in the digital economy: Enabling technologies, standards, and licensing models in the wireless world," Research Policy, Elsevier, vol. 47(8), pages 1367-1387.
    47. Pierre Mohnen & Bronwyn Hall, 2013. "Innovation and Productivity: An Update," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 3(1), pages 47-65, June.
    48. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    49. Marc F. Bellemare & Casey J. Wichman, 2020. "Elasticities and the Inverse Hyperbolic Sine Transformation," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 82(1), pages 50-61, February.
    50. Cappelli, Riccardo & Corsino, Marco & Laursen, Keld & Torrisi, Salvatore, 2023. "Technological competition and patent strategy: Protecting innovation, preempting rivals and defending the freedom to operate," Research Policy, Elsevier, vol. 52(6).
    51. Iain M. Cockburn & Megan J. MacGarvie, 2011. "Entry and Patenting in the Software Industry," Management Science, INFORMS, vol. 57(5), pages 915-933, May.
    52. Sant’Anna, Pedro H.C. & Zhao, Jun, 2020. "Doubly robust difference-in-differences estimators," Journal of Econometrics, Elsevier, vol. 219(1), pages 101-122.
    53. Del Prete, Davide & Rungi, Armando, 2017. "Organizing the global value chain: A firm-level test," Journal of International Economics, Elsevier, vol. 109(C), pages 16-30.
    54. Sebnem Kalemli-Ozcan & Bent Sorensen & Carolina Villegas-Sanchez & Vadym Volosovych & Sevcan Yesiltas, 2015. "How to Construct Nationally Representative Firm Level Data from the Orbis Global Database: New Facts and Aggregate Implications," NBER Working Papers 21558, National Bureau of Economic Research, Inc.
    55. 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.
    56. Blind, Knut & Kenney, Martin & Leiponen, Aija & Simcoe, Timothy, 2023. "Standards and innovation: A review and introduction to the special issue," Research Policy, Elsevier, vol. 52(8).
    57. Gerosky, P A & Pomroy, R, 1990. "Innovation and the Evolution of Market Structure," Journal of Industrial Economics, Wiley Blackwell, vol. 38(3), pages 299-314, March.
    58. Erik Brynjolfsson & Lorin M. Hitt, 2003. "Computing Productivity: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 793-808, November.
    59. Nguyen, Canh Phuc & Doytch, Nadia, 2022. "The impact of ICT patents on economic growth: An international evidence," Telecommunications Policy, Elsevier, vol. 46(5).
    60. Hall, Bronwyn H & Ziedonis, Rosemarie Ham, 2001. "The Patent Paradox Revisited: An Empirical Study of Patenting in the U.S. Semiconductor Industry, 1979-1995," RAND Journal of Economics, The RAND Corporation, vol. 32(1), pages 101-128, Spring.
    61. Cimoli, Mario & Dosi, Giovanni & Maskus, Keith E. & Okediji, Ruth L. & Reichman, Jerome H. (ed.), 2014. "Intellectual Property Rights: Legal and Economic Challenges for Development," OUP Catalogue, Oxford University Press, number 9780199660766.
    62. Joshua S. Gans & Scott Stern, 2010. "Is there a market for ideas?," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(3), pages 805-837, June.
    63. Richard Blundell & Rachel Griffith & John van Reenen, 1999. "Market Share, Market Value and Innovation in a Panel of British Manufacturing Firms," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(3), pages 529-554.
    64. Dan Andrews & Chiara Criscuolo & Carlo Menon, 2014. "Do Resources Flow to Patenting Firms?: Cross-Country Evidence from Firm Level Data," OECD Economics Department Working Papers 1127, OECD Publishing.
    65. Nicholas Bloom & John Van Reenen, 2002. "Patents, Real Options and Firm Performance," Economic Journal, Royal Economic Society, vol. 112(478), pages 97-116, March.
    66. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    67. Stefano Comino & Fabio M. Manenti & Nikolaus Thumm, 2019. "The Role Of Patents In Information And Communication Technologies: A Survey Of The Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 33(2), pages 404-430, April.
    68. Driffield, Nigel & Love, James H. & Yang, Yong, 2016. "Reverse international knowledge transfer in the MNE: (Where) does affiliate performance boost parent performance?," Research Policy, Elsevier, vol. 45(2), pages 491-506.
    69. Shaked, Avner & Sutton, John, 1983. "Natural Oligopolies," Econometrica, Econometric Society, vol. 51(5), pages 1469-1483, September.
    70. Petra Moser, 2013. "Patents and Innovation: Evidence from Economic History," Journal of Economic Perspectives, American Economic Association, vol. 27(1), pages 23-44, Winter.
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    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
    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital
    • L22 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Organization and Market Structure
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • F23 - International Economics - - International Factor Movements and International Business - - - Multinational Firms; International Business

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