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Technological diversity to address complex challenges: the contribution of American universities to sdgs

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  • Ascione, Grazia Sveva

Abstract

Much of the literature emphasizes the relationship between interdisciplinarity and the Sustainable Development Goals (SDGs), which are seen as closely linked and highly interdisciplinary. Therefore, innovation related to the SDGs is expected to be technologically diverse, especially when it emanates from academia, where teams of researchers collaborate to create innovation for the benefit of society. However, research on innovation for the SDGs is still in its infancy due to a lack of comprehensive quantitative analysis about its characteristics and a lack of consideration of potentially relevant actors, such as universities. This paper aims to make a threefold contribution to the existing literature by analyzing USPTO patent data from 2006 to 2020. First, we develop a novel method for tagging SDGs-related patents using an unsupervised natural language processing (NLP) approach. Starting from an initial list of keywords, we build an extended dictionary of keywords for each SDG based on the patent text by combining the TF-IDF method with a vector representation of the patent text and SDGs keywords. Second, we analyze innovation related to the SDGs, focusing particularly on the contribution of universities. Third, we compare the diversity of SDGs and non-SDGs patents using the Rao-Stirling index. Our results show that patents related to the SDGs are on the rise, but the trend is more pronounced for universities, where the majority of innovation production revolves around SDG 3 (good health and well-being). Moreover, the rise in SDGs patents seems to be led not only by green technologies, but mainly by high technologies. Eventually, the empirical results point in two directions. On the one hand, SDGs related patents are more diverse than their counterparts across almost all technology sectors. However, if we consider university patents only, there is a diversity premium only for a few SDGs, namely SDG 2, SDG 3, and SDG 15.

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  • Ascione, Grazia Sveva, 2023. "Technological diversity to address complex challenges: the contribution of American universities to sdgs," MPRA Paper 119452, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:119452
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    as
    1. Rick Rylance, 2015. "Grant giving: Global funders to focus on interdisciplinarity," Nature, Nature, vol. 525(7569), pages 313-315, September.
    2. Bonino, Dario & Ciaramella, Alberto & Corno, Fulvio, 2010. "Review of the state-of-the-art in patent information and forthcoming evolutions in intelligent patent informatics," World Patent Information, Elsevier, vol. 32(1), pages 30-38, March.
    3. J. Nicolas Hernandez-Aguilera & Weston Anderson & Allison L. Bridges & M. Pilar Fernandez & Winslow D. Hansen & Megan L. Maurer & Elisabeth K. Ilboudo Nébié & Andy Stock, 2021. "Supporting interdisciplinary careers for sustainability," Nature Sustainability, Nature, vol. 4(5), pages 374-375, May.
    4. 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.
    5. Martin L. Weitzman, 1998. "Recombinant Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(2), pages 331-360.
    6. 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.
    7. Måns Nilsson & Dave Griggs & Martin Visbeck, 2016. "Policy: Map the interactions between Sustainable Development Goals," Nature, Nature, vol. 534(7607), pages 320-322, June.
    8. Rainer Walz & Matthias Pfaff & Frank Marscheider-Weidemann & Simon Glöser-Chahoud, 2017. "Innovations for reaching the green sustainable development goals –where will they come from?," International Economics and Economic Policy, Springer, vol. 14(3), pages 449-480, July.
    9. Jian Wang & Bart Thijs & Wolfgang Glänzel, 2015. "Interdisciplinarity and Impact: Distinct Effects of Variety, Balance, and Disparity," PLOS ONE, Public Library of Science, vol. 10(5), pages 1-18, May.
    10. 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.
    11. 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.
    12. Seaton Patrick Tarrant & Leslie Paul Thiele, 2017. "Enhancing and promoting interdisciplinarity in higher education," Journal of Environmental Studies and Sciences, Springer;Association of Environmental Studies and Sciences, vol. 7(2), pages 355-360, June.
    13. Fusillo, Fabrizio, 2020. "Are Green Inventions really more complex? Evidence from European Patents," Department of Economics and Statistics Cognetti de Martiis. Working Papers 202015, University of Turin.
    14. Arthur, W. Brian, 2007. "The structure of invention," Research Policy, Elsevier, vol. 36(2), pages 274-287, March.
    15. Biancani, Susan & Dahlander, Linus & McFarland, Daniel A. & Smith, Sanne, 2018. "Superstars in the making? The broad effects of interdisciplinary centers," Research Policy, Elsevier, vol. 47(3), pages 543-557.
    16. Olivera Kostoska & Ljupco Kocarev, 2019. "A Novel ICT Framework for Sustainable Development Goals," Sustainability, MDPI, vol. 11(7), pages 1-31, April.
    17. Zhu, Kejia & Malhotra, Shavin & Li, Yaohan, 2022. "Technological diversity of patent applications and decision pendency," Research Policy, Elsevier, vol. 51(1).
    18. Maria Federica Cordova & Andrea Celone, 2019. "SDGs and Innovation in the Business Context Literature Review," Sustainability, MDPI, vol. 11(24), pages 1-14, December.
    19. 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.
    20. Trevor Rogers, F., 2020. "Patent text similarity and cross-cultural venture-backed innovation," Journal of Behavioral and Experimental Finance, Elsevier, vol. 26(C).
    21. Jacqueline C. K. Lam & Richard M. Walker & Peter Hills, 2014. "Interdisciplinarity in Sustainability Studies: A Review," Sustainable Development, John Wiley & Sons, Ltd., vol. 22(3), pages 158-176, May.
    22. 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).
    23. Alan L. Porter & Alex S. Cohen & J. David Roessner & Marty Perreault, 2007. "Measuring researcher interdisciplinarity," Scientometrics, Springer;Akadémiai Kiadó, vol. 72(1), pages 117-147, July.
    24. Loet Leydesdorff, 2018. "Diversity and interdisciplinarity: how can one distinguish and recombine disparity, variety, and balance?," Scientometrics, Springer;Akadémiai Kiadó, vol. 116(3), pages 2113-2121, September.
    25. Popp, David & Newell, Richard, 2012. "Where does energy R&D come from? Examining crowding out from energy R&D," Energy Economics, Elsevier, vol. 34(4), pages 980-991.
    26. Shaobo Li & Jie Hu & Yuxin Cui & Jianjun Hu, 2018. "DeepPatent: patent classification with convolutional neural networks and word embedding," Scientometrics, Springer;Akadémiai Kiadó, vol. 117(2), pages 721-744, November.
    27. 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.
    28. Jie Chen & Jialin Chen & Shu Zhao & Yanping Zhang & Jie Tang, 2020. "Exploiting word embedding for heterogeneous topic model towards patent recommendation," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(3), pages 2091-2108, December.
    29. 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).
    30. Engelsman, E. C. & van Raan, A. F. J., 1994. "A patent-based cartography of technology," Research Policy, Elsevier, vol. 23(1), pages 1-26, January.
    31. Ricardo Vinuesa & Hossein Azizpour & Iolanda Leite & Madeline Balaam & Virginia Dignum & Sami Domisch & Anna Felländer & Simone Daniela Langhans & Max Tegmark & Francesco Fuso Nerini, 2020. "The role of artificial intelligence in achieving the Sustainable Development Goals," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    32. Ivan Haščič & Mauro Migotto, 2015. "Measuring environmental innovation using patent data," OECD Environment Working Papers 89, OECD Publishing.
    33. Natividad Blasco & Isabel Brusca & Margarita Labrador, 2020. "Drivers for Universities’ Contribution to the Sustainable Development Goals: An Analysis of Spanish Public Universities," Sustainability, MDPI, vol. 13(1), pages 1-19, December.
    34. Pino G. Audia & Jack A. Goncalo, 2007. "Past Success and Creativity over Time: A Study of Inventors in the Hard Disk Drive Industry," Management Science, INFORMS, vol. 53(1), pages 1-15, January.
    35. Bowen Yan & Jianxi Luo, 2017. "Measuring technological distance for patent mapping," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 68(2), pages 423-437, February.
    36. Kim Ceulemans & Rodrigo Lozano & María Del Mar Alonso-Almeida, 2015. "Sustainability Reporting in Higher Education: Interconnecting the Reporting Process and Organisational Change Management for Sustainability," Sustainability, MDPI, vol. 7(7), pages 1-23, July.
    37. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    38. 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.
    39. Leydesdorff, Loet & Wagner, Caroline S. & Bornmann, Lutz, 2019. "Interdisciplinarity as diversity in citation patterns among journals: Rao-Stirling diversity, relative variety, and the Gini coefficient," Journal of Informetrics, Elsevier, vol. 13(1), pages 255-269.
    40. Alan L. Porter & Ismael Rafols, 2009. "Is science becoming more interdisciplinary? Measuring and mapping six research fields over time," Scientometrics, Springer;Akadémiai Kiadó, vol. 81(3), pages 719-745, December.
    41. Sijie Feng, 2020. "The proximity of ideas: An analysis of patent text using machine learning," PLOS ONE, Public Library of Science, vol. 15(7), pages 1-19, July.
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    More about this item

    Keywords

    echnological diversity; University patents; Interdisciplinarity; SDGs; United States;
    All these keywords.

    JEL classification:

    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital

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