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Green Technologies and diversity in the knowledge search and output phases: Evidence from European Patents

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  • Fusillo, Fabrizio

Abstract

The aim of this study is to investigate technological diversity in the knowledge search and the knowledge output stages of the green inventive process. Exploiting a large sample of European patent data, from 1980 to 2013, the paper explores the degree of diversity in green inventions, comparing the recombinant features of green technologies with a control sample of non-green technologies selected through propensity score matching techniques. Empirical results suggest that green technologies show a higher degree of diversity of the knowledge sources and a higher technological diversity in how knowledge is effectively recombined. We further find that the green diversity premium is higher in the knowledge output phase than in the knowledge search phase. We conclude that the assessment of the role of technological diversity along the different phases of the invention process may improve the appropriate organization of innovative activities and policy design necessary for stimulating green technological developments and support a feasible sustainable transition.

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  • Fusillo, Fabrizio, 2023. "Green Technologies and diversity in the knowledge search and output phases: Evidence from European Patents," Research Policy, Elsevier, vol. 52(4).
  • Handle: RePEc:eee:respol:v:52:y:2023:i:4:s0048733323000112
    DOI: 10.1016/j.respol.2023.104727
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    1. Dechezlepretre, Antoine & Martin, Ralf & Mohnen, Myra, 2014. "Knowledge spillovers from clean and dirty technologies," LSE Research Online Documents on Economics 60501, London School of Economics and Political Science, LSE Library.
    2. Vanessa Oltra & Maider Saint Jean, 2005. "Environmental innovation and clean technology: an evolutionary framework," International Journal of Sustainable Development, Inderscience Enterprises Ltd, vol. 8(3), pages 153-172.
    3. Winter, Sidney G., 1984. "Schumpeterian competition in alternative technological regimes," Journal of Economic Behavior & Organization, Elsevier, vol. 5(3-4), pages 287-320.
    4. 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.
    5. Carrión-Flores, Carmen E. & Innes, Robert, 2010. "Environmental innovation and environmental performance," Journal of Environmental Economics and Management, Elsevier, vol. 59(1), pages 27-42, January.
    6. Nick Johnstone & Ivan Haščič & David Popp, 2010. "Renewable Energy Policies and Technological Innovation: Evidence Based on Patent Counts," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(1), pages 133-155, January.
    7. de Rassenfosse, Gaétan & Dernis, Hélène & Guellec, Dominique & Picci, Lucio & van Pottelsberghe de la Potterie, Bruno, 2013. "The worldwide count of priority patents: A new indicator of inventive activity," Research Policy, Elsevier, vol. 42(3), pages 720-737.
    8. Borghesi, Simone & Cainelli, Giulio & Mazzanti, Massimiliano, 2015. "Linking emission trading to environmental innovation: Evidence from the Italian manufacturing industry," Research Policy, Elsevier, vol. 44(3), pages 669-683.
    9. Paul Lanoie & Jérémy Laurent‐Lucchetti & Nick Johnstone & Stefan Ambec, 2011. "Environmental Policy, Innovation and Performance: New Insights on the Porter Hypothesis," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 20(3), pages 803-842, September.
    10. Rennings, Klaus, 2000. "Redefining innovation -- eco-innovation research and the contribution from ecological economics," Ecological Economics, Elsevier, vol. 32(2), pages 319-332, February.
    11. Andy Stirling, 2007. "A General Framework for Analysing Diversity in Science, Technology and Society," SPRU Working Paper Series 156, SPRU - Science Policy Research Unit, University of Sussex Business School.
    12. Claudia Ghisetti & Francesco Quatraro, 2015. "Regulatory Push-pull Effects on Innovation: An Evaluation of the Effects of the REACH Regulation on Patents in the Chemical Sector. WWWforEurope Working Paper No. 91," WIFO Studies, WIFO, number 58132.
    13. Deborah Strumsky & José Lobo & Sander van der Leeuw, 2012. "Using patent technology codes to study technological change," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 21(3), pages 267-286, April.
    14. Sarah Kaplan & Keyvan Vakili, 2015. "The double-edged sword of recombination in breakthrough innovation," Strategic Management Journal, Wiley Blackwell, vol. 36(10), pages 1435-1457, October.
    15. Cecere, Grazia & Corrocher, Nicoletta & Gossart, Cédric & Ozman, Muge, 2014. "Technological pervasiveness and variety of innovators in Green ICT: A patent-based analysis," Research Policy, Elsevier, vol. 43(10), pages 1827-1839.
    16. Jackie Krafft & Francesco Quatraro & Pier Paolo Saviotti, 2011. "The knowledge-base evolution in biotechnology: a social network analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(5), pages 445-475.
    17. 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.
    18. Paolo Zeppini & Jeroen C. J. M. van den Bergh, 2011. "Competing Recombinant Technologies for Environmental Innovation: Extending Arthur's Model of Lock-In," Industry and Innovation, Taylor & Francis Journals, vol. 18(3), pages 317-334.
    19. Uwe Cantner & Andreas Meder, 2007. "Technological proximity and the choice of cooperation partner," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 2(1), pages 45-65, June.
    20. Achilladelis, Basil & Schwarzkopf, Albert & Cines, Martin, 1990. "The dynamics of technological innovation: The case of the chemical industry," Research Policy, Elsevier, vol. 19(1), pages 1-34, February.
    21. repec:adr:anecst:y:2008:i:91-92:p:11 is not listed on IDEAS
    22. 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.
    23. Nemet, Gregory F., 2012. "Inter-technology knowledge spillovers for energy technologies," Energy Economics, Elsevier, vol. 34(5), pages 1259-1270.
    24. Ismael Rafols & Martin Meyer, 2010. "Diversity and network coherence as indicators of interdisciplinarity: case studies in bionanoscience," Scientometrics, Springer;Akadémiai Kiadó, vol. 82(2), pages 263-287, February.
    25. De Marchi, Valentina, 2012. "Environmental innovation and R&D cooperation: Empirical evidence from Spanish manufacturing firms," Research Policy, Elsevier, vol. 41(3), pages 614-623.
    26. Hötte, Kerstin & Pichler, Anton & Lafond, François, 2021. "The rise of science in low-carbon energy technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 139(C).
    27. Olsson, Ola, 2000. "Knowledge as a Set in Idea Space: An Epistemological View on Growth," Journal of Economic Growth, Springer, vol. 5(3), pages 253-275, September.
    28. 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.
    29. Corrocher, Nicoletta & Malerba, Franco & Montobbio, Fabio, 2007. "Schumpeterian patterns of innovative activity in the ICT field," Research Policy, Elsevier, vol. 36(3), pages 418-432, April.
    30. Albino, Vito & Ardito, Lorenzo & Dangelico, Rosa Maria & Messeni Petruzzelli, Antonio, 2014. "Understanding the development trends of low-carbon energy technologies: A patent analysis," Applied Energy, Elsevier, vol. 135(C), pages 836-854.
    31. Novelli, Elena, 2015. "An examination of the antecedents and implications of patent scope," Research Policy, Elsevier, vol. 44(2), pages 493-507.
    32. Brunnermeier, Smita B. & Cohen, Mark A., 2003. "Determinants of environmental innovation in US manufacturing industries," Journal of Environmental Economics and Management, Elsevier, vol. 45(2), pages 278-293, March.
    33. Lee Fleming, 2001. "Recombinant Uncertainty in Technological Search," Management Science, INFORMS, vol. 47(1), pages 117-132, January.
    34. Jeff Alstott & Giorgio Triulzi & Bowen Yan & Jianxi Luo, 2017. "Mapping technology space by normalizing patent networks," Scientometrics, Springer;Akadémiai Kiadó, vol. 110(1), pages 443-479, January.
    35. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    36. Barbieri, Nicolò & Marzucchi, Alberto & Rizzo, Ugo, 2020. "Knowledge sources and impacts on subsequent inventions: Do green technologies differ from non-green ones?," Research Policy, Elsevier, vol. 49(2).
    37. Archibugi, Daniele & Pianta, Mario, 1994. "Aggregate Convergence and Sectoral Specialization in Innovation," Journal of Evolutionary Economics, Springer, vol. 4(1), pages 17-33, March.
    38. Birgitte Andersen, 1999. "The hunt for S-shaped growth paths in technological innovation: a patent study," Journal of Evolutionary Economics, Springer, vol. 9(4), pages 487-526.
    39. 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.
    40. Nicholas S. Argyres & Brian S. Silverman, 2004. "R&D, organization structure, and the development of corporate technological knowledge," Strategic Management Journal, Wiley Blackwell, vol. 25(8‐9), pages 929-958, August.
    41. Orsatti, Gianluca & Quatraro, Francesco & Pezzoni, Michele, 2020. "The antecedents of green technologies: The role of team-level recombinant capabilities," Research Policy, Elsevier, vol. 49(3).
    42. Jens Horbach & Vanessa Oltra & Jean Belin, 2013. "Determinants and Specificities of Eco-Innovations Compared to Other Innovations--An Econometric Analysis for the French and German Industry Based on the Community Innovation Survey-super-1," Industry and Innovation, Taylor & Francis Journals, vol. 20(6), pages 523-543, August.
    43. Nicolo Barbieri & Alberto Marzucchi & Ugo Rizzo, 2021. "Green technologies, complementarities, and policy," SPRU Working Paper Series 2021-08, SPRU - Science Policy Research Unit, University of Sussex Business School.
    44. David Popp, 2003. "Pollution control innovations and the Clean Air Act of 1990," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 22(4), pages 641-660.
    45. Haupt, Reinhard & Kloyer, Martin & Lange, Marcus, 2007. "Patent indicators for the technology life cycle development," Research Policy, Elsevier, vol. 36(3), pages 387-398, April.
    46. Appio, Francesco Paolo & Martini, Antonella & Fantoni, Gualtiero, 2017. "The light and shade of knowledge recombination: Insights from a general-purpose technology," Technological Forecasting and Social Change, Elsevier, vol. 125(C), pages 154-165.
    47. Fabrizio Fusillo & Davide Consoli & Francesco Quatraro, 2022. "Resilience, Skill Endowment, and Diversity: Evidence from US Metropolitan Areas," Economic Geography, Taylor & Francis Journals, vol. 98(2), pages 170-196, March.
    48. Lori Rosenkopf & Atul Nerkar, 2001. "Beyond local search: boundary‐spanning, exploration, and impact in the optical disk industry," Strategic Management Journal, Wiley Blackwell, vol. 22(4), pages 287-306, April.
    49. Nightingale, Paul, 1998. "A cognitive model of innovation," Research Policy, Elsevier, vol. 27(7), pages 689-709, November.
    50. Pier P. Saviotti, 1996. "Technological Evolution, Variety and the Economy," Books, Edward Elgar Publishing, number 727.
    51. Raiteri, Emilio, 2018. "A time to nourish? Evaluating the impact of public procurement on technological generality through patent data," Research Policy, Elsevier, vol. 47(5), pages 936-952.
    52. Veugelers, Reinhilde, 2012. "Which policy instruments to induce clean innovating?," Research Policy, Elsevier, vol. 41(10), pages 1770-1778.
    53. Nicoló Barbieri & François Perruchas & Davide Consoli, 2020. "Specialization, Diversification, and Environmental Technology Life Cycle," Economic Geography, Taylor & Francis Journals, vol. 96(2), pages 161-186, March.
    54. Achilladelis, Basil, 1993. "The dynamics of technological innovation: The sector of antibacterial medicines," Research Policy, Elsevier, vol. 22(4), pages 279-308, August.
    55. Anne Nygaard Tanner, 2016. "The emergence of new technology-based industries: the case of fuel cells and its technological relatedness to regional knowledge bases," Journal of Economic Geography, Oxford University Press, vol. 16(3), pages 611-635.
    56. Alessandra Colombelli & Francesco Quatraro, 2019. "Green start-ups and local knowledge spillovers from clean and dirty technologies," Small Business Economics, Springer, vol. 52(4), pages 773-792, April.
    57. Francesco Crespi & Claudia Ghisetti & Francesco Quatraro, 2015. "Environmental and innovation policies for the evolution of green technologies: a survey and a test," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 5(2), pages 343-370, December.
    58. Michael Lechner, 2008. "A Note on the Common Support Problem in Applied Evaluation Studies," Annals of Economics and Statistics, GENES, issue 91-92, pages 217-235.
    59. Mariagrazia Squicciarini & Hélène Dernis & Chiara Criscuolo, 2013. "Measuring Patent Quality: Indicators of Technological and Economic Value," OECD Science, Technology and Industry Working Papers 2013/3, OECD Publishing.
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    4. Wenjing Ma & Mingyue Wang, 2023. "Discussion on the Relationship between Environmental Regulation and Green Technology Innovation from the Perspective of Innovation External Cooperation: Evidence from Chinese Private Enterprises," Sustainability, MDPI, vol. 15(23), pages 1-28, November.
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    6. Yujie Wu & Mingyue Wang & Yingming Li & Junbi Zhou & Xiangjie Cao, 2024. "Can the construction of a research and development platform encourage innovation in green technology by private enterprises? Evidence from China," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 742-763, February.

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    More about this item

    Keywords

    Green technologies; Knowledge recombination; Patents; Technological diversity; Knowledge search; Knowledge output;
    All these keywords.

    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
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation

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