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Mapping the potential of EU regions to contribute to Industry 4.0

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  • Pierre-Alexandre Balland
  • Ron Boschma

Abstract

This paper aims to identify the future Industry 4.0 centers of knowledge production in Europe. We expect Industry 4.0 Technologies (I4Ts) to thrive in regions where they can draw on local resources from related technologies. We use OECD-REGPAT data to identify I4T-related technologies, and find that I4Ts are located at the periphery of the knowledge space. Regions with a high potential in terms of I4T-related technologies were more likely to diversify successfully in new I4Ts in the period 2002-2016. We find big differences across EU regions: some show high but most regions show weak I4T potential.

Suggested Citation

  • Pierre-Alexandre Balland & Ron Boschma, 2019. "Mapping the potential of EU regions to contribute to Industry 4.0," Papers in Evolutionary Economic Geography (PEEG) 1925, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Sep 2019.
    • Handle: RePEc:egu:wpaper:1925
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    File URL: http://econ.geo.uu.nl/peeg/peeg1925.pdf
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    References listed on IDEAS

    as
    1. Frank Neffke & Martin Henning & Ron Boschma, 2011. "How Do Regions Diversify over Time? Industry Relatedness and the Development of New Growth Paths in Regions," Economic Geography, Taylor & Francis Journals, vol. 87(3), pages 237-265, July.
    2. Artur Santoalha & Ron Boschma, 2021. "Diversifying in green technologies in European regions: does political support matter?," Regional Studies, Taylor & Francis Journals, vol. 55(2), pages 182-195, February.
    3. Boschma, Ron & Heimeriks, Gaston & Balland, Pierre-Alexandre, 2014. "Scientific knowledge dynamics and relatedness in biotech cities," Research Policy, Elsevier, vol. 43(1), pages 107-114.
    4. Ron Boschma & Asier Minondo & Mikel Navarro, 2013. "The Emergence of New Industries at the Regional Level in S pain: A Proximity Approach Based on Product Relatedness," Economic Geography, Taylor & Francis Journals, vol. 89(1), pages 29-51, January.
    5. Ricardo Hausmann & Bailey Klinger, 2007. "The Structure of the Product Space and the Evolution of Comparative Advantage," Growth Lab Working Papers 10, Harvard's Growth Lab.
    6. Sandro Montresor & Francesco Quatraro, 2020. "Green technologies and Smart Specialisation Strategies: a European patent-based analysis of the intertwining of technological relatedness and key enabling technologies," Regional Studies, Taylor & Francis Journals, vol. 54(10), pages 1354-1365, October.
    7. Yongxin Liao & Fernando Deschamps & Eduardo de Freitas Rocha Loures & Luiz Felipe Pierin Ramos, 2017. "Past, present and future of Industry 4.0 - a systematic literature review and research agenda proposal," International Journal of Production Research, Taylor & Francis Journals, vol. 55(12), pages 3609-3629, June.
    8. Ron Boschma, 2017. "Relatedness as driver of regional diversification: a research agenda," Regional Studies, Taylor & Francis Journals, vol. 51(3), pages 351-364, March.
    9. Nicola Cortinovis & Jing Xiao & Ron Boschma & Frank G van Oort, 2017. "Quality of government and social capital as drivers of regional diversification in Europe," Journal of Economic Geography, Oxford University Press, vol. 17(6), pages 1179-1208.
    10. 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.
    11. Wiljan van den Berge, 2019. "Automatic Reaction – What Happens to Workers at Firms that Automate?," CPB Discussion Paper 390.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    12. Frank Neffke & Matté Hartog & Ron Boschma & Martin Henning, 2018. "Agents of Structural Change: The Role of Firms and Entrepreneurs in Regional Diversification," Economic Geography, Taylor & Francis Journals, vol. 94(1), pages 23-48, January.
    13. Ron Boschma, 2017. "Relatedness as driver behind regional diversification: a research agenda," Papers in Evolutionary Economic Geography (PEEG) 1702, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2017.
    14. David L. Rigby, 2015. "Technological Relatedness and Knowledge Space: Entry and Exit of US Cities from Patent Classes," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1922-1937, November.
    15. César Hidalgo & Pierre-Alexandre Balland & Ron Boschma & Mercedes Delgado & Maryann Feldma & Koen Frenken & Edward Glaeser & Canfei He & Dieter F. Kogler & Andrea Morrison & Frank Neffke & David Rigby, 2018. "The Principle of Relatedness," Papers in Evolutionary Economic Geography (PEEG) 1830, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jul 2018.
    16. van Eck, N.J.P. & Waltman, L., 2009. "How to Normalize Co-Occurrence Data? An Analysis of Some Well-Known Similarity Measures," ERIM Report Series Research in Management ERS-2009-001-LIS, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    17. Wiljan van den Berge, 2019. "Automatic Reaction – What Happens to Workers at Firms that Automate?," CPB Discussion Paper 390, CPB Netherlands Bureau for Economic Policy Analysis.
    18. Dieter F. Kogler & David L. Rigby & Isaac Tucker, 2013. "Mapping Knowledge Space and Technological Relatedness in US Cities," European Planning Studies, Taylor & Francis Journals, vol. 21(9), pages 1374-1391, September.
    19. Canfei He & Yan Yan & David Rigby, 2018. "Regional industrial evolution in China," Papers in Regional Science, Wiley Blackwell, vol. 97(2), pages 173-198, June.
    20. Colombelli, Alessandra & Krafft, Jackie & Quatraro, Francesco, 2014. "The emergence of new technology-based sectors in European regions: A proximity-based analysis of nanotechnology," Research Policy, Elsevier, vol. 43(10), pages 1681-1696.
    21. Colombelli, Alessandra & Krafft, Jackie & Quatraro, Francesco, 2014. "The emergence of new technology-based sectors in European regions: A proximity-based analysis of nanotechnology," Research Policy, Elsevier, vol. 43(10), pages 1681-1696.
    22. Nees Jan van Eck & Ludo Waltman, 2009. "How to normalize cooccurrence data? An analysis of some well‐known similarity measures," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 60(8), pages 1635-1651, August.
    23. Giovanni Dosi & Christopher Freeman & Richard Nelson & Gerarld Silverberg & Luc Soete (ed.), 1988. "Technical Change and Economic Theory," LEM Book Series, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy, number dosietal-1988, November.
    24. Carlo Corradini, 2019. "Location determinants of green technological entry: evidence from European regions," Small Business Economics, Springer, vol. 52(4), pages 845-858, April.
    25. 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.
    26. Martijn van den Berge & Anet Weterings, 2014. "Relatedness in eco-technological development in European regions," Papers in Evolutionary Economic Geography (PEEG) 1413, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jun 2014.
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    More about this item

    Keywords

    Industry 4.0; relatedness; patents; knowledge space; regional diversification; EU regions;
    All these keywords.

    JEL classification:

    • B52 - Schools of Economic Thought and Methodology - - Current Heterodox Approaches - - - Historical; Institutional; Evolutionary; Modern Monetary Theory;
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

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