Skip to main navigation menu Skip to main content Skip to site footer

Top innovation EU member states based on European patenting: Politicians, academia and AI got it wrong?

Abstract

Research background: The global highly competitive society depends upon innovations. The investment in research and development (R&D) should support endeavors leading to inventions to be protected by patents and to become innovations. The EU is aware about it and wants 3% of GDP to go into R&D (GERD Index) in order to reach competitiveness based on innovations protected by European patents (EPs).

Purpose of the article: Politicians, academia and Artificial Intelligence (AI) believe that the GERD Index and the absolute and relative number of EPs are the key criteria to select top innovation EU member states. The purpose of this article is to verify it.

Methods: The Eurostat, World Bank, and WIPO data for 2014–2023 is double checked. Conventional criteria to select top innovation EU member states based on EPs and endorsed by AI (GERD Index, EPs) are employed along with newly proposed criteria reflecting longitudinal trends in applications and granted EPs within the three-year cycle, their cost and success rate.

Findings & value added: A deeper understanding of inventing-patenting dynamics reveals that the innovation leadership based on EPs should consider conventional investing and patenting factors as well as other factors and their trends. Conventional criteria lead AI to point to Germany and Sweden, but the newly proposed factors and their criteria show that the innovation leadership based on EP is much more complex and that the GERD Index and EPs trends, the distinction of EP applications v granted EPs, their concentration factor and their cost factor points to Sweden and Denmark, Finland, and the Netherlands and their success rate to Italy, while Austria, Belgium, and Germany are some ways back. The qualitative consistency, focus, determination and lean efficiency might be even more important than the quantitative country size, GDP and GERD.

Keywords

AI, European patent, GERD Index, innovations

PDF

References

  1. Acs, Z. J., Amorós, J. E., Bosma, N. S., & Levie, J. (2009). From entrepreneurship to economic development: Celebrating ten years of Global Entrepreneurship Monitor. Frontiers of Entrepreneurship Research, 29(16), 1.
    View in Google Scholar
  2. Acs, Z. J., Autio, E., & Szerb, L. (2014). National systems of entrepreneurship: Measurement issues and policy implications. Research Policy, 43(3), 476–494.: DOI: https://doi.org/10.1016/j.respol.2013.08.016
    View in Google Scholar
  3. Areeda. P. E. (1996). The Socratic method. Harvard Law Review, 109(5), 911–922.
    View in Google Scholar
  4. Balcerzak, A. P., & MacGregor Pelikánová, R. (2020). Projection of SDGs in codes of ethics – case study about lost in translation? Administrative Sciences, 10(4), 95. DOI: https://doi.org/10.3390/admsci10040095
    View in Google Scholar
  5. Balcerzak, A. P., & Valaskova, K. (2024). Artificial intelligence: Financial manage-ment under pressure of transformative technology. Equilibrium. Quarterly Journal of Economics and Economic Policy, 19(4), 1127–1137. DOI: https://doi.org/10.24136/eq.3394
    View in Google Scholar
  6. Beneito, P. (2023). Choosing among alternative technological strategies: An empirical analysis of formal sources of innovation. Research Policy, 32(4), 693–713. DOI: https://doi.org/10.1016/S0048-7333(02)00079-3
    View in Google Scholar
  7. Billon, M., Marco. R., & Lera-Lopez. F. (2017). Innovation and ICT use in the EU: An analysis of regional drivers. Empirical Economics, 53(3), 1083–1108. DOI: https://doi.org/10.1007/s00181-016-1153-x
    View in Google Scholar
  8. Borseková, K., Vaňová. A., Šúrová. J., Kráľ, P., Turečková, K., Nevima, J., Martinát, S. (2021). The nexus between creative actors and regional development. Land, 10(3), 276. DOI: https://doi.org/10.3390/land10030276
    View in Google Scholar
  9. Comino, S., Galasso, A., & Graziano, C. (2020). Market power and patent strategies: Evidence from renaissance Venice. Journal of Industrial Economics, 68(2), 226–269. DOI: https://doi.org/10.1111/joie.12223
    View in Google Scholar
  10. Crass, D., Garcia Valero, F., Pitton. F., & Rammer, C. (2019). Protecting innovation through patents and trade secrets: Evidence for firms with a single innovation. International. Journal of the Economics of Business, 26(1), 117–156. DOI: https://doi.org/10.1080/13571516.2019.1553291
    View in Google Scholar
  11. D´Adamo, I., & Lupi, G. (2021). Sustainability and resilience after COVID-19: A circular premium in the fashion industry. Sustainability, 13(4), 1861. DOI: https://doi.org/10.3390/su13041861
    View in Google Scholar
  12. Dabija, D. C., & Frau, M. (2025). Leveraging artificial intelligence in marketing: Trend or the new normal? Oeconomia Copernicana, 15(4), 1173–1181. DOI: https://doi.org/10.24136/oc.3390
    View in Google Scholar
  13. De Rassenfosse, G., Dernis, H., Guellec. D., Picci. L., & de la Potterie, B. V. P. (2013). The worldwide count of priority patents: A new indicator of inventive aktivity. Research Policy, 42(3), 720–737. DOI: https://doi.org/10.1016/j.respol.2012.11.002
    View in Google Scholar
  14. de Rassenfosse. D., & Palangkaraya, A. (2023). Do patent pledges accelerate innovation? Research Policy, 52(5), 104745. DOI: https://doi.org/10.1016/j.respol.2023.104745
    View in Google Scholar
  15. Dima, A. M., Begu, L., Vasilescu, M. D., & Maassen. M. A. (2018). The relationship between the knowledge economy and global competitiveness in the EU. Sustainability, 10(6), 1706. DOI: https://doi.org/10.3390/su10061706
    View in Google Scholar
  16. Drucker, P. (1959). Landmarks of tomorrow. New York: Harper and Brothers.
    View in Google Scholar
  17. Dziallas, M., & Blind, K. (2019). Innovation indicators throughout the innovation process: an extensive literature analysis. Technovation, 80, 3–29. DOI: https://doi.org/10.1016/j.technovation.2018.05.005
    View in Google Scholar
  18. Fedajev, A., Kojić, M., Mitić, P., & Radulescu, M. (2025). Drivers of entrepreneurship in Europe: The role of digitalization, innovation, capital investments, unemployment, and sustainability. European Journal of Innovation Management. DOI: https://doi.org/10.1108/EJIM-04-2024-0497
    View in Google Scholar
  19. Fitzpatrick, H. (2023). A review of worldviews beyond sustainability. Potential avenues for human-nature connectedness. Visions for Sustainability, 19, 7309.
    View in Google Scholar
  20. Furdock, B. (2023). Origins of patent law. Chicago Kent Journal of Intellectual Property. Retrieved from https://studentorgs.kentlaw.iit.edu/ckjip/origins-of-patent-law/ (13.04.2025).
    View in Google Scholar
  21. Fusco, S. (2020). Lessons from the Past: The Venetian republic’s tailoring of patent protection to the characteristics of the invention. Journal of Technology and Intellectual Property, 17(3), 301. DOI: https://doi.org/10.2139/ssrn.3331687
    View in Google Scholar
  22. Hall, B. H. (2024). Patents. innovation. and development. International Review of Applied Economics. 38(1–2), 17–42. DOI: https://doi.org/10.1080/02692171.2021.2022295
    View in Google Scholar
  23. Hegde, D., Herkenhoff. K., & Zhu, Ch. (2023). Patent publication and innovation. Journal of Political Economy, 131(7), 1845–1903. DOI: https://doi.org/10.1086/723636
    View in Google Scholar
  24. Hyland, K. (2007). Applying a gloss: Exemplifying and reformulating in academic discourse. Applied Linguistics, 28(2), 266–285. DOI: https://doi.org/10.1093/applin/amm011
    View in Google Scholar
  25. Insley, J. (2011). Picturing James Watt. British Art Journal. 11(3). 37–47. DOI: https://doi.org/10.1007/978-1-4614-0860-4_7
    View in Google Scholar
  26. Jančičková, L., & Pakšiová, R. (2023). R&D projects implemented in food enter-prises focused on sustainability in the Slovak Republic. European Food and Feed Law Review, 18(1), 31–36.
    View in Google Scholar
  27. Jones, P.M. (1999). Living the enlightenment and the French revolution: James Watt, Matthew Boulton, and Their Sons. Historical Journal, 42(1), 157–182. DOI: https://doi.org/10.1017/S0018246X98008139
    View in Google Scholar
  28. Koellinger, P. (2008). The relationship between technology innovation and firm performance—Empirical evidence from e-business in Europe. Research Policy, 37(8), 1317–1328. DOI: https://doi.org/10.1016/j.respol.2008.04.024
    View in Google Scholar
  29. Kong, N., Dulleck, U., Jaffe. A. B., Sun, S., & Vajjala, S. (2023). Linguistic metrics for patent disclosure: Evidence from university versus corporate patents. Research Policy, 52(2), 104670. DOI: https://doi.org/10.1016/j.respol.2022.104670
    View in Google Scholar
  30. Krippendorff, K. (2003). Content analysis: An introduction to its methodology. Thousand Oaks: Sage Publications.
    View in Google Scholar
  31. Kuckartz, U. (2014). Qualitative text analysis: A guide to methods. Practice and using software. Thousand Oaks: Sage Publications. DOI: https://doi.org/10.4135/9781446288719
    View in Google Scholar
  32. Lashitew, A.A., Branzei, O., & van Tulder, R. (2024). Community inclusion under systemic inequality: How for-profit businesses pursue social purpose. Journal of Management Studies, 61, 230–268. DOI: https://doi.org/10.1111/joms.12907
    View in Google Scholar
  33. Lazaroiu, G., & Rogalska, E. (2024). Generative artificial intelligence marketing algorithmic predictive modeling and customer behavior analytics in the multisensory extended reality metaverse. Oeconomia Copernicana, 15(3), 825–835. DOI: https://doi.org/10.24136/oc.3190
    View in Google Scholar
  34. MacGregor Pelikánová, R., & Beneš, M. (2023). A turbulent pathway to uniform patent protection in the EU. Roma Tre Law Review, 2, 39–60.
    View in Google Scholar
  35. MacGregor Pelikánová, R., & Hála, M. (2021). CSR unconscious consumption by Generation Z in the COVID-19 era – Responsible heretics not paying CSR bonus? Journal of Risk and Financial Management, 14(8), 390. DOI: https://doi.org/10.3390/jrfm14080390
    View in Google Scholar

  36. View in Google Scholar
  37. MacGregor Pelikánová, R., & Sani, M. (2023) Luxury, slow and fast fashion – A case study on the (Un)sustainable Creating of Shared Values. Equilibrium. Quarterly Journal of Economics and Economic Policy, 18(3), 813–851. DOI: https://doi.org/10.24136/eq.2023.026
    View in Google Scholar
  38. MacGregor Pelikánová, R., Hála, M., & Beneš, M. (2025). Unitary patent system and innovation dynamics in the European Union: The role of economic resources and R&D investments. Journal of Entrepreneurship, Management and Innovation, 21(2), 116–131. DOI: https://doi.org/10.7341/20252126
    View in Google Scholar
  39. MacGregor Pelikánová. R., Sani, M., & Rubáček, F. (2024) Sustainable and responsible creation of shared values in the fast fashion industry. Visions for Sustainability, 21, 8873.
    View in Google Scholar
  40. Martínez, C., & Parlane, S. (2023). Academic scientists in corporate R&D: A theoretical model. Research Policy, 52, 104744. DOI: https://doi.org/10.1016/j.respol.2023.104744
    View in Google Scholar
  41. Marx, K. (1969). Theories of surplus value. London: Lawrence & Wishart London.
    View in Google Scholar
  42. McEniery, B. (2016). Patent eligibility and physicality in the early history of patent law and practice. University of Arkansas at Little Rock Law Review, 38(2), 175.
    View in Google Scholar
  43. Moser, P. (2019). Patents and innovation: Evidence from economic history. Journal of Economic Perspectives 1, 23. https://dx.doi.org/10.1257/jep.27.1.23. DOI: https://doi.org/10.1257/jep.27.1.23
    View in Google Scholar
  44. Mura, L., & Stehlíková, B. (2025). Artificial intelligence: Effective HR assistant or invisible dictator? Equilibrium. Quarterly Journal of Economics and Economic Policy, 20(1), 15–33. DOI: https://doi.org/10.24136/eq.3598
    View in Google Scholar
  45. Nunes, P. M., Serrasqueiro, Z., & Leitão. J. (2012). Is there a linear relationship between R&D intensity and growth? Empirical evidence of non-hightech vs. high-tech SMEs. Research Policy, 41(1), 36–53. DOI: https://doi.org/10.1016/j.respol.2011.08.011
    View in Google Scholar
  46. O´Donoghue, T., & Rabin, M. (2000). The economics of immediate gratification. Journal of Behavioral Decision Making, 13(2), 233–250. DOI: https://doi.org/10.1002/(SICI)1099-0771(200004/06)13:2<233::AID-BDM325>3.0.CO;2-U
    View in Google Scholar
  47. Petit, E., van Pottelsberghe de la Potterie, B., & Gimeno-Fabra. L. (2023). Are patent offices substitutes? Research Policy. Elsevier, 52(8), 104823. DOI: https://doi.org/10.1016/j.respol.2023.104823
    View in Google Scholar
  48. Ponta, L., Puliga, G., & Manzini, R. (2021). A measure of innovation performance: the Innovation Patent Index. Management Decision, 59(13), 73–98. DOI: https://doi.org/10.1108/MD-05-2020-0545
    View in Google Scholar
  49. Potužáková, Z., & Öhm, J. (2018). R&D investments. EPO patent applications and the economic heterogeneity within the EU. Review of Economic Perspectives, 18(2), 177–191. DOI: https://doi.org/10.2478/revecp-2018-0010
    View in Google Scholar
  50. Prędkiewicz, K., & Prędkiewicz, P. (2014). The Patents and financial performance of firms - evidence from Polish manufacturing companies. JEMI – Journal of Entrepreneurship. Management and Innovation, 10(4), 115–141. https://doi.org/doi: 10.7341/20141045. DOI: https://doi.org/10.7341/20141045
    View in Google Scholar
  51. Ravenscraft, D. J. (1983). Structure-profit relationships at the line of business and industry level. Review of Economics and Statistics, 65(1), 22–31. DOI: https://doi.org/10.2307/1924405
    View in Google Scholar
  52. Scherer, F. M. (1965). Invention and innovation in the Watt-Boulton Steam-Engine Venture. Technology and Culture, 6(2), 165–187. DOI: https://doi.org/10.2307/3101072
    View in Google Scholar
  53. Schumpeter, J.A. (1934). The theory of economic development. Cambridge: Harvard University Press.
    View in Google Scholar
  54. Scott, P., & Spadavecchia, A. (2019). Fundamental patents, national intellectual property regimes and the development of new industries in Britain and America during the second industrial revolution. Economic History Yearbook, 60(1), 181–208. DOI: https://doi.org/10.1515/jbwg-2019-0008
    View in Google Scholar
  55. Scott, P., & Spadavecchia, A. (2023). Patents. industry control and the rise of the giant American corporation. Research Policy, 52(1). 104651. DOI: https://doi.org/10.1016/j.respol.2022.104651
    View in Google Scholar
  56. Šlander-Wostner, S., Krizanic, F., & Vojinovic, B. (2025). Endogenous growth factors and economic development: An in-depth analysis of the impact of investments in R&D and human capital on total factor productivity and export dynamics. Inzinerine Ekonomika-Engineering Economics, 36(2), 255. DOI: https://doi.org/10.5755/j01.ee.36.2.35715
    View in Google Scholar
  57. Svensson, R. (2015). Measuring innovation using patent data. Technical report. IFN Working Paper. Stockholm. DOI: https://doi.org/10.2139/ssrn.3632376
    View in Google Scholar
  58. Turečková, K., Nevima. J., Varadzin, F., Trojan, J., Vaňová, A., Rojíková, D., & Martinát, S. (2023). Deployment of creative actors and varieties of their impact on the quaternary sector and regional growth: A case study of NUTS2 regions of the Czech Republic. Eastern Journal of European Studies, 14(1), 181–197. DOI: https://doi.org/10.47743/ejes-2023-0109
    View in Google Scholar
  59. Ujwary-Gil, A., & Florek-Paszkowska, A. (2025). Introduction to the innovability Index: More than the fusion of innovation and sustainability. Journal of Entrepreneurship. Management and Innovation, 21(2), 5–14. DOI: https://doi.org/10.7341/20252121
    View in Google Scholar
  60. Vourvachis, P., & Woodward, T. (2015). Content analysis in social and environmental reporting research: Trends and challenges. Journal of Applied Accounting Research, 16(2), 166–195. DOI: https://doi.org/10.1108/JAAR-04-2013-0027
    View in Google Scholar
  61. Yin, R. (2008). Study research. Design methods. Thousand Oaks: Sage Publications
    View in Google Scholar

Similar Articles

1-10 of 281

You may also start an advanced similarity search for this article.