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Using archetypal analysis to derive a typology of knowledge networks in European bioclusters

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  • Abbasiharofteh, Milad
  • Hermans, Frans

Abstract

The shift to a bioeconomy necessitates radical innovations to move from a fossil- to a bio-based economy, with bioclusters playing a crucial role by fostering collaboration among a wide range of co-located actors to find solutions. Through a novel methodological approach in regional studies (i.e., archetypal analysis), this study discusses the specificities of bioclusters and analyses the relational properties within European bioclusters’ knowledge networks. Results suggest four archetypal knowledge networks. It is rare to observe the transition of biocluster networks from one archetype group to another. The findings provide a data-driven bioclusters typology, offering insights into designing informed place-based policies.

Suggested Citation

  • Abbasiharofteh, Milad & Hermans, Frans, 2025. "Using archetypal analysis to derive a typology of knowledge networks in European bioclusters," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 59(1), pages 1-17.
  • Handle: RePEc:zbw:espost:315645
    DOI: 10.1080/00343404.2024.2430354
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    1. Belussi, Fiorenza & Sammarra, Alessia & Sedita, Silvia Rita, 2010. "Learning at the boundaries in an "Open Regional Innovation System": A focus on firms' innovation strategies in the Emilia Romagna life science industry," Research Policy, Elsevier, vol. 39(6), pages 710-721, July.
    2. Milad Abbasiharofteh & Amir Maghssudipour, 2024. "Driving Forces Behind Relational Knowledge Sourcing in Clusters: Single- and Multilevel Approaches," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 15761-15787, December.
    3. Milad Abbasiharofteh, 2020. "Endogenous effects and cluster transition: a conceptual framework for cluster policy," European Planning Studies, Taylor & Francis Journals, vol. 28(12), pages 2508-2531, December.
    4. Gibbs, David & O'Neill, Kirstie, 2017. "Future green economies and regional development: a research agenda," LSE Research Online Documents on Economics 68392, London School of Economics and Political Science, LSE Library.
    5. Simensen, Erlend Osland & Abbasiharofteh, Milad, 2022. "Sectoral patterns of collaborative tie formation: Investigating geographic, cognitive, and technological dimensions," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 31(5), pages 1223-1258.
    6. Mercedes Delgado & Michael E. Porter & Scott Stern, 2016. "Defining clusters of related industries," Journal of Economic Geography, Oxford University Press, vol. 16(1), pages 1-38.
    7. Gordon Walker & Bruce Kogut & Weijian Shan, 1997. "Social Capital, Structural Holes and the Formation of an Industry Network," Organization Science, INFORMS, vol. 8(2), pages 109-125, April.
    8. Réka Albert & Hawoong Jeong & Albert-László Barabási, 2000. "Error and attack tolerance of complex networks," Nature, Nature, vol. 406(6794), pages 378-382, July.
    9. Nathan, Max & Rosso, Anna, 2022. "Innovative events: product launches, innovation and firm performance," Research Policy, Elsevier, vol. 51(1).
    10. Kriesch, Lukas & Losacker, Sebastian, 2024. "A global patent dataset for the bioeconomy," Papers in Innovation Studies 2024/8, Lund University, CIRCLE - Centre for Innovation Research.
    11. Abbasiharofteh, Milad & Kogler, Dieter F. & Lengyel, Balázs, 2023. "Atypical combinations of technologies in regional co-inventor networks," Research Policy, Elsevier, vol. 52(10).
    12. Lazzeretti, Luciana & Capone, Francesco, 2016. "How proximity matters in innovation networks dynamics along the cluster evolution. A study of the high technology applied to cultural goods," Journal of Business Research, Elsevier, vol. 69(12), pages 5855-5865.
    13. Kes McCormick & Niina Kautto, 2013. "The Bioeconomy in Europe: An Overview," Sustainability, MDPI, vol. 5(6), pages 1-20, June.
    14. Erlend Osland Simensen & Milad Abbasiharofteh, 2022. "Sectoral patterns of collaborative tie formation: investigating geographic, cognitive, and technological dimensions [Endogenous effects and cluster transition: a conceptual framework for cluster po," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 31(5), pages 1223-1258.
    15. Ron Martin & Peter Sunley, 2003. "Deconstructing clusters: chaotic concept or policy panacea?," Journal of Economic Geography, Oxford University Press, vol. 3(1), pages 5-35, January.
    16. Tom Broekel & Luciana Lazzeretti & Francesco Capone & Robert Hassink, 2021. "Rethinking the role of local knowledge networks in territorial innovation models," Industry and Innovation, Taylor & Francis Journals, vol. 28(7), pages 805-814, August.
    17. Anne Ter Wal & Ron Boschma, 2009. "Applying social network analysis in economic geography: framing some key analytic issues," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 43(3), pages 739-756, September.
    18. Tom Broekel, 2019. "Using structural diversity to measure the complexity of technologies," PLOS ONE, Public Library of Science, vol. 14(5), pages 1-23, May.
    19. Eugster, Manuel J.A. & Leisch, Friedrich, 2011. "Weighted and robust archetypal analysis," Computational Statistics & Data Analysis, Elsevier, vol. 55(3), pages 1215-1225, March.
    20. David Gibbs & Kirstie O’Neill, 2017. "Future green economies and regional development: a research agenda," Regional Studies, Taylor & Francis Journals, vol. 51(1), pages 161-173, January.
    21. Pierre-Alexandre Balland, 2012. "Proximity and the Evolution of Collaboration Networks: Evidence from Research and Development Projects within the Global Navigation Satellite System (GNSS) Industry," Regional Studies, Taylor & Francis Journals, vol. 46(6), pages 741-756, September.
    22. Hermans, Frans & Geerling-Eiff, Floor & Potters, Jorieke & Klerkx, Laurens, 2019. "Public-private partnerships as systemic agricultural innovation policy instruments – Assessing their contribution to innovation system function dynamics," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 88, pages 76-95.
    23. Abbasiharofteh, Milad, 2020. "Endogenous effects and cluster transition: a conceptual framework for cluster policy," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 28(12), pages 2508-2531.
    24. Ann Markusen, 1996. "Sticky Places in Slippery Space: A Typology of Industrial Districts," Economic Geography, Taylor & Francis Journals, vol. 72(3), pages 293-313, July.
    25. Tom Broekel & Pierre-Alexandre Balland & Martijn Burger & Frank Oort, 2014. "Modeling knowledge networks in economic geography: a discussion of four methods," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(2), pages 423-452, September.
    26. Kamath, Ram & Sun, Zhanli & Hermans, Frans, 2022. "Policy instruments for green-growth of clusters: Implications from an agent-based model," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 43, pages 257-269.
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    More about this item

    Keywords

    bioclusters; knowledge networks; inventive activities; archetypal analysis; unsupervised learning;
    All these keywords.

    JEL classification:

    • D85 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Network Formation
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • Q57 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Ecological Economics

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