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Evaluating EU-Region level innovation readiness: A longitudinal analysis using principal component analysis and a constellation graph index approach

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  • Beynon, Malcolm J.
  • Jones, Paul
  • Pickernell, David

Abstract

Innovation is a component of economic development, with an emphasis on entrepreneurship and small business activity. This longitudinal study evaluates innovation readiness drivers across European regions. The following research questions are posed: What are the sets of innovation drivers in Europe? What is their relative importance? How do they differ between regions over time? The study uses principal component analysis (PCA) and the constellation graph index approach. Three principal component drivers of innovation are identified: innovation system, absorptive capacity, and IP protection. The aggregation of component details reveals an innovation readiness dimension for each European region in a specific year. Variations in results for different years are discussed. The study covers a large number of countries. Innovation readiness across regions is examined. The results show that constituent innovation driver variables contribute to performance over time. Different patterns are revealed for high and low innovation regions. The relationships between innovation drivers are evaluated.

Suggested Citation

  • Beynon, Malcolm J. & Jones, Paul & Pickernell, David, 2023. "Evaluating EU-Region level innovation readiness: A longitudinal analysis using principal component analysis and a constellation graph index approach," Journal of Business Research, Elsevier, vol. 159(C).
    • Handle: RePEc:eee:jbrese:v:159:y:2023:i:c:s0148296323000619
    DOI: 10.1016/j.jbusres.2023.113703
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    1. Miguélez, Ernest & Moreno, Rosina, 2015. "Knowledge flows and the absorptive capacity of regions," Research Policy, Elsevier, vol. 44(4), pages 833-848.
    2. Philip McCann & Raquel Ortega-Argilés, 2016. "Smart specialisation, entrepreneurship and SMEs: issues and challenges for a results-oriented EU regional policy," Small Business Economics, Springer, vol. 46(4), pages 537-552, April.
    3. María Jesús Nieto & Lluís Santamaría, 2010. "Technological Collaboration: Bridging the Innovation Gap between Small and Large Firms," Journal of Small Business Management, Taylor & Francis Journals, vol. 48(1), pages 44-69, January.
    4. Véronique Schaeffer & Mireille Matt, 2016. "Development of academic entrepreneurship in a non-mature context: the role of the university as a hub-organisation," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 28(9-10), pages 724-745, October.
    5. Brendan Galbraith & Rodney McAdam & Judith Woods & Theresa McGowan, 2017. "Putting policy into practice: an exploratory study of SME innovation support in a peripheral UK region," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 29(7-8), pages 668-691, August.
    6. Rafal Zelazny & Jacek Pietrucha, 2017. "Measuring Innovation And Institution: The Creative Economy Index," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 12(1), pages 43-62, March.
    7. C. Autant-Bernard & V. Mangematin & N. Massard, 2006. "Creation of Biotech SMEs in France," Small Business Economics, Springer, vol. 26(2), pages 173-187, March.
    8. Andres Rodriguez-Pose & Riccardo regstdcenzi, 2008. "Research and Development, Spillovers, Innovation Systems, and the Genesis of Regional Growth in Europe," Regional Studies, Taylor & Francis Journals, vol. 42(1), pages 51-67.
    9. Heidenreich, Martin, 2009. "Innovation patterns and location of European low- and medium-technology industries," Research Policy, Elsevier, vol. 38(3), pages 483-494, April.
    10. Malcolm Beynon & Paul Jones & David Pickernell, 2021. "Innovation and the knowledge-base for entrepreneurship: investigating SME innovation across European regions using fsQCA," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 33(3-4), pages 227-248, March.
    11. Mendonca, Sandro & Pereira, Tiago Santos & Godinho, Manuel Mira, 2004. "Trademarks as an indicator of innovation and industrial change," Research Policy, Elsevier, vol. 33(9), pages 1385-1404, November.
    12. Anthony Arundel & Edward Lorenz & Bengt-Åke Lundvall & Antoine Valeyre, 2007. "How Europe's economies learn: a comparison of work organization and innovation mode for the EU-15," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(6), pages 1175-1210, December.
    13. repec:pes:ierequ:v:11:y:2016:i:4:p:43-62 is not listed on IDEAS
    14. Hervas-Oliver, Jose-Luis & Sempere-Ripoll, Francisca & Boronat-Moll, Carles, 2021. "Technological innovation typologies and open innovation in SMEs: Beyond internal and external sources of knowledge," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    15. Fang Huang & John Rice, 2009. "THE ROLE OF ABSORPTIVE CAPACITY IN FACILITATING "OPEN INNOVATION" OUTCOMES: A STUDY OF AUSTRALIAN SMEsIN THE MANUFACTURING SECTOR," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 13(02), pages 201-220.
    16. Dedehayir, Ozgur & Mäkinen, Saku J. & Roland Ortt, J., 2018. "Roles during innovation ecosystem genesis: A literature review," Technological Forecasting and Social Change, Elsevier, vol. 136(C), pages 18-29.
    17. Rolf Sternberg & Olaf Arndt, 2001. "The Firm or the Region: What Determines the Innovation Behavior of European Firms?," Economic Geography, Taylor & Francis Journals, vol. 77(4), pages 364-382, October.
    18. Dragana Radicic & Geoffrey Pugh & Hugo Hollanders & René Wintjes & Jon Fairburn, 2016. "The impact of innovation support programs on small and medium enterprises innovation in traditional manufacturing industries: An evaluation for seven European Union regions," Environment and Planning C, , vol. 34(8), pages 1425-1452, December.
    19. Hervás-Oliver, José-Luis & Parrilli, Mario Davide & Rodríguez-Pose, Andrés & Sempere-Ripoll, Francisca, 2021. "The drivers of SME innovation in the regions of the EU," Research Policy, Elsevier, vol. 50(9).
    20. Annalisa Caloffi & Federica Rossi & Margherita Russo, 2015. "What Makes SMEs more Likely to Collaborate? Analysing the Role of Regional Innovation Policy," European Planning Studies, Taylor & Francis Journals, vol. 23(7), pages 1245-1264, July.
    21. Malcolm J Beynon & Andrew Crawley & Max Munday, 2016. "Measuring and understanding the differences between urban and rural areas," Environment and Planning B, , vol. 43(6), pages 1136-1154, November.
    22. De Noni, Ivan & Orsi, Luigi & Belussi, Fiorenza, 2018. "The role of collaborative networks in supporting the innovation performances of lagging-behind European regions," Research Policy, Elsevier, vol. 47(1), pages 1-13.
    23. Dragana Radicic & David Douglas & Geoff Pugh & Ian Jackson, 2019. "Cooperation For Innovation And Its Impact On Technological And Non-Technological Innovations: Empirical Evidence For European Smes In Traditional Manufacturing Industries," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(05), pages 1-41, June.
    24. Viktor Květoň & Vojtěch Kadlec, 2018. "Evolution of knowledge bases in European regions: searching for spatial regularities and links with innovation performance," European Planning Studies, Taylor & Francis Journals, vol. 26(7), pages 1366-1388, July.
    25. Szopik-Depczyńska, Katarzyna & Cheba, Katarzyna & Bąk, Iwona & Kędzierska-Szczepaniak, Angelika & Szczepaniak, Krzysztof & Ioppolo, Giuseppe, 2020. "Innovation level and local development of EU regions. A new assessment approach," Land Use Policy, Elsevier, vol. 99(C).
    26. Albats, Ekaterina & Alexander, Allen & Mahdad, Maral & Miller, Kristel & Post, Ger, 2020. "Stakeholder management in SME open innovation: interdependences and strategic actions," Journal of Business Research, Elsevier, vol. 119(C), pages 291-301.
    27. Burrus, Robert T. & Edward Graham, J. & Jones, Adam T., 2018. "Regional innovation and firm performance," Journal of Business Research, Elsevier, vol. 88(C), pages 357-362.
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    2. Sergey Mikhailovich Vasin & Daria Mikhailovna Timokhina, 2024. "Specific Effect of Innovation Factors on Socioeconomic Development of Countries in View of the Global Crisis," Economies, MDPI, vol. 12(8), pages 1-38, July.

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