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Exploring networks of proximity for partner selection, firms' collaboration and knowledge exchange. The case of clean‐tech industry

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  • Alessandro Marra
  • Vittorio Carlei
  • Cristiano Baldassari

Abstract

Nowadays scholars widely recognize that know‐how, capabilities and knowledge needed to generate innovations often reside outside the firm, start‐ups are a valuable source, and collaborative networks are a fundamental strategy for innovation. This is true especially for the clean‐tech sector, which is characterized by the continuous search for innovative solutions and technological advancements. The purpose of the paper is to provide a methodological support for the screening of potential partners based on network analysis and, then, help firms to select them for collaboration and knowledge exchange. The methodology can be easily adopted by managers and executives to identify firms to monitor with greater attention for future investments. The analysis is on a dataset of 4,782 clean‐tech companies operating worldwide. Results highlight that energy companies looking for external sources could investigate their network of business proximity if they intend to specialize in a defined field and/or collaborate with similar partners, while they could explore their network of strategic proximity if they intend to diversify their businesses, that is cooperating and exchanging knowledge with firms with distant but complementary capabilities and resources.

Suggested Citation

  • Alessandro Marra & Vittorio Carlei & Cristiano Baldassari, 2020. "Exploring networks of proximity for partner selection, firms' collaboration and knowledge exchange. The case of clean‐tech industry," Business Strategy and the Environment, Wiley Blackwell, vol. 29(3), pages 1034-1044, March.
  • Handle: RePEc:bla:bstrat:v:29:y:2020:i:3:p:1034-1044
    DOI: 10.1002/bse.2415
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    as
    1. Joel A. C. Baum & Robin Cowan & Nicolas Jonard, 2010. "Network-Independent Partner Selection and the Evolution of Innovation Networks," Management Science, INFORMS, vol. 56(11), pages 2094-2110, November.
    2. Joel A. C. Baum & Tony Calabrese & Brian S. Silverman, 2000. "Don't go it alone: alliance network composition and startups' performance in Canadian biotechnology," Strategic Management Journal, Wiley Blackwell, vol. 21(3), pages 267-294, March.
    3. Cassetta, Ernesto & Marra, Alessandro & Pozzi, Cesare & Antonelli, Paola, 2017. "Emerging technological trajectories and new mobility solutions. A large-scale investigation on transport-related innovative start-ups and implications for policy," Transportation Research Part A: Policy and Practice, Elsevier, vol. 106(C), pages 1-11.
    4. Weijian Shan, 1990. "An empirical analysis of organizational strategies by entrepreneurial high‐technology firms," Strategic Management Journal, Wiley Blackwell, vol. 11(2), pages 129-139, February.
    5. Daniel Ratzinger & Kevin Amess & Andrew Greenman & Simon Mosey, 2018. "The impact of digital start-up founders’ higher education on reaching equity investment milestones," The Journal of Technology Transfer, Springer, vol. 43(3), pages 760-778, June.
    6. Samuel Kortum & Josh Lerner, 2000. "Assessing the Contribution of Venture Capital to Innovation," RAND Journal of Economics, The RAND Corporation, vol. 31(4), pages 674-692, Winter.
    7. Freeman, C., 1991. "Networks of innovators: A synthesis of research issues," Research Policy, Elsevier, vol. 20(5), pages 499-514, October.
    8. Marra, Alessandro & Antonelli, Paola & Pozzi, Cesare, 2017. "Emerging green-tech specializations and clusters – A network analysis on technological innovation at the metropolitan level," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 1037-1046.
    9. Anders Malmberg & Peter Maskell, 2006. "Localized Learning Revisited," Growth and Change, Wiley Blackwell, vol. 37(1), pages 1-18, March.
    10. Gautam Ahuja & Curba Morris Lampert, 2001. "Entrepreneurship in the large corporation: a longitudinal study of how established firms create breakthrough inventions," Strategic Management Journal, Wiley Blackwell, vol. 22(6‐7), pages 521-543, June.
    11. Christian Zeller, 2004. "North Atlantic Innovative Relations of Swiss Pharmaceuticals and the Proximities with Regional Biotech Arenas," Economic Geography, Taylor & Francis Journals, vol. 80(1), pages 83-111, January.
    12. Herrera-Viedma, E. & Herrera, F. & Chiclana, F. & Luque, M., 2004. "Some issues on consistency of fuzzy preference relations," European Journal of Operational Research, Elsevier, vol. 154(1), pages 98-109, April.
    13. Nooteboom, Bart & Van Haverbeke, Wim & Duysters, Geert & Gilsing, Victor & van den Oord, Ad, 2007. "Optimal cognitive distance and absorptive capacity," Research Policy, Elsevier, vol. 36(7), pages 1016-1034, September.
    14. Scott Shane, 2001. "Technological Opportunities and New Firm Creation," Management Science, INFORMS, vol. 47(2), pages 205-220, February.
    15. Nathan, Max & Rosso, Anna, 2015. "Mapping digital businesses with big data: Some early findings from the UK," Research Policy, Elsevier, vol. 44(9), pages 1714-1733.
    16. Philippe Aghion & Jean Tirole, 1994. "The Management of Innovation," The Quarterly Journal of Economics, Oxford University Press, vol. 109(4), pages 1185-1209.
    17. Christiane Maurer & Rianne Valkenburg, 2014. "Approaches To Networked Innovation," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 11(01), pages 1-18.
    18. Ron Boschma & Anne L. J. ter Wal, 2007. "Knowledge Networks and Innovative Performance in an Industrial District: The Case of a Footwear District in the South of Italy," Industry and Innovation, Taylor & Francis Journals, vol. 14(2), pages 177-199.
    19. Ashish Arora & Michelle Gittelman & Sarah Kaplan & John Lynch & Will Mitchell & Nicolaj Siggelkow & Denisa Mindruta & Mahka Moeen & Rajshree Agarwal, 2016. "A two-sided matching approach for partner selection and assessing complementarities in partners' attributes in inter-firm alliances," Strategic Management Journal, Wiley Blackwell, vol. 37(1), pages 206-231, January.
    20. Andrew C. Inkpen & Wang Pien, 2006. "An Examination of Collaboration and Knowledge Transfer: China–Singapore Suzhou Industrial Park," Journal of Management Studies, Wiley Blackwell, vol. 43(4), pages 779-811, June.
    21. Jean-Michel Dalle & Matthijs den Besten & Carlo Menon, 2017. "Using Crunchbase for economic and managerial research," OECD Science, Technology and Industry Working Papers 2017/08, OECD Publishing.
    22. Fiona Sussan & Brian Sloboda & Richard Hall, 2018. "Is There a Path from Sin City to Tech City? The Case for Las Vegas," International Studies in Entrepreneurship, in: Allan O'Connor & Erik Stam & Fiona Sussan & David B. Audretsch (ed.), Entrepreneurial Ecosystems, pages 153-171, Springer.
    23. Cantner, Uwe & Graf, Holger, 2006. "The network of innovators in Jena: An application of social network analysis," Research Policy, Elsevier, vol. 35(4), pages 463-480, May.
    24. Nathan, Max & Rosso, Anna & Bouet, Francois, 2014. "Mapping 'Information Economy' Businesses with Big Data: Findings for the UK," IZA Discussion Papers 8662, Institute of Labor Economics (IZA).
    25. Matthias R. Guertler & Udo Lindemann, 2016. "Identifying Open Innovation Partners: A Methodology For Strategic Partner Selection," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 20(05), pages 1-20, June.
    26. Nathan, Max & Rosso, Anna, 2014. "Mapping information economy businesses with big data: findings from the UK," LSE Research Online Documents on Economics 60615, London School of Economics and Political Science, LSE Library.
    27. Markus Spiekermann, 2019. "Data Marketplaces: Trends and Monetisation of Data Goods," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 54(4), pages 208-216, July.
    28. Lori Rosenkopf & Paul Almeida, 2003. "Overcoming Local Search Through Alliances and Mobility," Management Science, INFORMS, vol. 49(6), pages 751-766, June.
    29. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    30. Jason Owen-Smith & Walter W. Powell, 2004. "Knowledge Networks as Channels and Conduits: The Effects of Spillovers in the Boston Biotechnology Community," Organization Science, INFORMS, vol. 15(1), pages 5-21, February.
    31. Mikhailov, L., 2002. "Fuzzy analytical approach to partnership selection in formation of virtual enterprises," Omega, Elsevier, vol. 30(5), pages 393-401, October.
    32. Philip Cooke, 2008. "Cleantech and an Analysis of the Platform Nature of Life Sciences: Further Reflections upon Platform Policies," European Planning Studies, Taylor & Francis Journals, vol. 16(3), pages 375-393, January.
    33. Elisa Giuliani, 2007. "The selective nature of knowledge networks in clusters: evidence from the wine industry," Journal of Economic Geography, Oxford University Press, vol. 7(2), pages 139-168, March.
    34. Mowery, David C. & Oxley, Joanne E. & Silverman, Brian S., 1998. "Technological overlap and interfirm cooperation: implications for the resource-based view of the firm," Research Policy, Elsevier, vol. 27(5), pages 507-523, September.
    35. Wang, Tien-Chin & Chen, Yueh-Hsiang, 2007. "Applying consistent fuzzy preference relations to partnership selection," Omega, Elsevier, vol. 35(4), pages 384-388, August.
    36. Bill McEvily & Alfred Marcus, 2005. "Embedded ties and the acquisition of competitive capabilities," Strategic Management Journal, Wiley Blackwell, vol. 26(11), pages 1033-1055, November.
    37. Guan, Jian Cheng & Yan, Yan, 2016. "Technological proximity and recombinative innovation in the alternative energy field," Research Policy, Elsevier, vol. 45(7), pages 1460-1473.
    38. Rosa Maria Dangelico, 2016. "Green Product Innovation: Where we are and Where we are Going," Business Strategy and the Environment, Wiley Blackwell, vol. 25(8), pages 560-576, December.
    39. Argote, Linda & Ingram, Paul, 2000. "Knowledge Transfer: A Basis for Competitive Advantage in Firms," Organizational Behavior and Human Decision Processes, Elsevier, vol. 82(1), pages 150-169, May.
    40. Samuel Wicki & Erik G. Hansen, 2019. "Green technology innovation: Anatomy of exploration processes from a learning perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 28(6), pages 970-988, September.
    41. Marra, Alessandro & Antonelli, Paola & Dell’Anna, Luca & Pozzi, Cesare, 2015. "A network analysis using metadata to investigate innovation in clean-tech – Implications for energy policy," Energy Policy, Elsevier, vol. 86(C), pages 17-26.
    42. Martin P. Allmendinger & Elisabeth S. C. Berger, 2019. "Selecting Corporate Firms For Collaborative Innovation: Entrepreneurial Decision Making In Asymmetric Partnerships," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 24(01), pages 1-34, January.
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