IDEAS home Printed from https://ideas.repec.org/p/vnm/wpdman/173.html
   My bibliography  Save this paper

Industrial pattern and robot adoption in European regions

Author

Listed:
  • Massimiliano Nuccio

    (BLISS – Digital Impact Lab, Department of Management, Università Ca' Foscari Venice)

  • Marco Guerzoni

    (DESPINA Big Data Lab, Department of Economics and Statistics Cognetti De Martiis, University of Torino)

  • Riccardo Cappelli

    (Department of Economics and Social Sciences, Polytechnic University of Marche)

  • Aldo Geuna

    (Department of Culture, Politics and Society, University of Torino)

Abstract

Recent literature on the diffusion of robots mostly ignores the regional dimension. The contribution of this paper at the debate on Industry 4.0 is twofold. First, IFR (2017) data on acquisitions of industrial robots in the five largest European economies are rescaled at regional levels to draw a first picture of winners and losers in the European race for advanced manufacturing. Second, using an unsupervised machine learning approach to classify regions based on their composition of industries. The paper provides novel evidence of the relationship between industry mix and the regional capability of adopting robots in the industrial processes.

Suggested Citation

  • Massimiliano Nuccio & Marco Guerzoni & Riccardo Cappelli & Aldo Geuna, 2020. "Industrial pattern and robot adoption in European regions," Working Papers 03, Department of Management, Università Ca' Foscari Venezia.
    • Handle: RePEc:vnm:wpdman:173
    as

    Download full text from publisher

    File URL: http://virgo.unive.it/wpideas/storage/2020wp03.pdf
    File Function: First version, 2020
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Rachel Griffith & Stephen Redding & John Van Reenen, 2004. "Mapping the Two Faces of R&D: Productivity Growth in a Panel of OECD Industries," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 883-895, November.
    2. Riccardo Cappelli & Fabio Montobbio, 2016. "European Integration and Knowledge Flows across European Regions," Regional Studies, Taylor & Francis Journals, vol. 50(4), pages 709-727, April.
    3. Georg Graetz & Guy Michaels, 2018. "Robots at Work," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 753-768, December.
    4. Melanie Arntz & Terry Gregory & Ulrich Zierahn, 2016. "The Risk of Automation for Jobs in OECD Countries: A Comparative Analysis," OECD Social, Employment and Migration Working Papers 189, OECD Publishing.
    5. Neffke, Frank M.H. & Otto, Anne & Weyh, Antje, 2017. "Inter-industry labor flows," Journal of Economic Behavior & Organization, Elsevier, vol. 142(C), pages 275-292.
    6. Andrea Caragliu & Laura de Dominicis & Henri L.F. de Groot, 2016. "Both Marshall and Jacobs were Right!," Economic Geography, Taylor & Francis Journals, vol. 92(1), pages 87-111, January.
    7. Philip McCann & Raquel Ortega-Argil�s, 2015. "Smart Specialization, Regional Growth and Applications to European Union Cohesion Policy," Regional Studies, Taylor & Francis Journals, vol. 49(8), pages 1291-1302, August.
    8. Estolatan, Eric & Geuna, Aldo & Guerzoni, Marco & Massimiliano Nuccio,, 2018. "Mapping the Evolution of the Robotics Industry: A cross country comparison," Department of Economics and Statistics Cognetti de Martiis. Working Papers 201812, University of Turin.
    9. Ron Boschma & Simona Iammarino, 2009. "Related Variety, Trade Linkages, and Regional Growth in Italy," Economic Geography, Clark University, vol. 85(3), pages 289-311, July.
    10. Baldwin, John & Lin, Zhengxi, 2002. "Impediments to advanced technology adoption for Canadian manufacturers," Research Policy, Elsevier, vol. 31(1), pages 1-18, January.
    11. Gilles Duranton & Diego Puga, 2001. "Nursery Cities: Urban Diversity, Process Innovation, and the Life Cycle of Products," American Economic Review, American Economic Association, vol. 91(5), pages 1454-1477, December.
    12. Nicola Cortinovis & Frank Oort, 2015. "Variety, economic growth and knowledge intensity of European regions: a spatial panel analysis," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 55(1), pages 7-32, October.
    13. Carolina Castaldi & Koen Frenken & Bart Los, 2015. "Related Variety, Unrelated Variety and Technological Breakthroughs: An analysis of US State-Level Patenting," Regional Studies, Taylor & Francis Journals, vol. 49(5), pages 767-781, May.
    14. Jeroen Content & Koen Frenken, 2016. "Related variety and economic development: a literature review," European Planning Studies, Taylor & Francis Journals, vol. 24(12), pages 2097-2112, December.
    15. Glaeser, Edward L & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1992. "Growth in Cities," Journal of Political Economy, University of Chicago Press, vol. 100(6), pages 1126-1152, December.
      • Edward L. Glaeser & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1991. "Growth in Cities," NBER Working Papers 3787, National Bureau of Economic Research, Inc.
      • Glaeser, Edward Ludwig & Kallal, Hedi D. & Scheinkman, Jose A. & Shleifer, Andrei, 1992. "Growth in Cities," Scholarly Articles 3451309, Harvard University Department of Economics.
    16. Jing Xiao & Ron Boschma & Martin Andersson, 2018. "Resilience in the European Union: the effect of the 2008 crisis on the ability of regions in Europe to develop new industrial specializations," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(1), pages 15-47.
    17. Boschma, Ron & Capone, Gianluca, 2015. "Institutions and diversification: Related versus unrelated diversification in a varieties of capitalism framework," Research Policy, Elsevier, vol. 44(10), pages 1902-1914.
    18. Ron Martin & Peter Sunley & Ben Gardiner & Peter Tyler, 2016. "How Regions React to Recessions: Resilience and the Role of Economic Structure," Regional Studies, Taylor & Francis Journals, vol. 50(4), pages 561-585, April.
    19. 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.
    20. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    21. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    22. Hausmann, Ricardo & Hidalgo, Cesar, 2014. "The Atlas of Economic Complexity: Mapping Paths to Prosperity," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262525429, December.
    23. Valeria Cirillo & Dario Guarascio, 2015. "Jobs and Competitiveness in a Polarised Europe," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 50(3), pages 156-160, May.
    24. Francesco Pagliacci & Pasquale Pavone & Margherita Russo & Anna Giorgi, 2020. "Regional structural heterogeneity: evidence and policy implications for RIS3 in macro-regional strategies," Regional Studies, Taylor & Francis Journals, vol. 54(6), pages 765-775, June.
    25. Joel Mokyr & Chris Vickers & Nicolas L. Ziebarth, 2015. "The History of Technological Anxiety and the Future of Economic Growth: Is This Time Different?," Journal of Economic Perspectives, American Economic Association, vol. 29(3), pages 31-50, Summer.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Klump, Rainer & Jurkat, Anne & Schneider, Florian, 2021. "Tracking the rise of robots: A survey of the IFR database and its applications," MPRA Paper 110390, University Library of Munich, Germany.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jeroen Content & Koen Frenken, 2016. "Related variety and economic development: a literature review," European Planning Studies, Taylor & Francis Journals, vol. 24(12), pages 2097-2112, December.
    2. Barbieri, Nicolò & Consoli, Davide, 2019. "Regional diversification and green employment in US metropolitan areas," Research Policy, Elsevier, vol. 48(3), pages 693-705.
    3. Luciana Lazzeretti & Stefania Oliva & Niccolò Innocenti, 2019. "Exploring the role of industrial structure for regional economic resilience," Papers in Evolutionary Economic Geography (PEEG) 1917, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised May 2019.
    4. Michael Fritsch & Sandra Kublina, 2018. "Related variety, unrelated variety and regional growth: the role of absorptive capacity and entrepreneurship," Regional Studies, Taylor & Francis Journals, vol. 52(10), pages 1360-1371, October.
    5. S. Stavropoulos & F. G. Oort & M. J. Burger, 2020. "Heterogeneous relatedness and firm productivity," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 65(2), pages 403-437, October.
    6. Kadri Kuusk & Mikhail Martynovich, 2018. "What kind of related variety for long-term regional growth?," Papers in Evolutionary Economic Geography (PEEG) 1834, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Sep 2018.
    7. Tavassoli, Sam & Obschonka, Martin & Audretsch, David B., 2021. "Entrepreneurship in Cities," Research Policy, Elsevier, vol. 50(7).
    8. Matthias Firgo & Peter Mayerhofer, 2018. "(Un)related variety and employment growth at the sub‐regional level," Papers in Regional Science, Wiley Blackwell, vol. 97(3), pages 519-547, August.
    9. Diego D'Adda & Donato Iacobucci & Roberto Palloni, 2020. "Relatedness in the implementation of Smart Specialisation Strategy: a first empirical assessment," Papers in Regional Science, Wiley Blackwell, vol. 99(3), pages 405-425, June.
    10. Ron Boschma, 2018. "The geographical dimension of structural change," Papers in Evolutionary Economic Geography (PEEG) 1839, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Nov 2018.
    11. Ron Boschma, 2021. "Designing Smart Specialization Policy: relatedness, unrelatedness, or what?," Papers in Evolutionary Economic Geography (PEEG) 2128, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Sep 2021.
    12. André Spithoven & Bruno Merlevede, 2023. "The productivity impact of R&D and FDI spillovers: characterising regional path development," The Journal of Technology Transfer, Springer, vol. 48(2), pages 560-590, April.
    13. Park, Jeong-Il, 2020. "Industrial diversity in building units and factors associated with diversity: A case study of the Seoul Metropolitan Area," Research Policy, Elsevier, vol. 49(5).
    14. Nicola Cortinovis & Riccardo Crescenzi & Frank van Oort, 2020. "Multinational enterprises, industrial relatedness and employment in European regions [Innovation: mapping the winds of creative destruction]," Journal of Economic Geography, Oxford University Press, vol. 20(5), pages 1165-1205.
    15. Liang, Jiaochen & Goetz, Stephan J., 2018. "Technology intensity and agglomeration economies," Research Policy, Elsevier, vol. 47(10), pages 1990-1995.
    16. Ejdemo, Thomas & Örtqvist, Daniel, 2020. "Related variety as a driver of regional innovation and entrepreneurship: A moderated and mediated model with non-linear effects," Research Policy, Elsevier, vol. 49(7).
    17. Mikhail Martynovich & Josef Taalbi, 2020. "Related variety, recombinant knowledge and regional innovation. Evidence for Sweden, 1991-2010," Papers in Evolutionary Economic Geography (PEEG) 2015, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Mar 2020.
    18. Ji?í Blažek & David Marek & Viktor Kv?to?, 2016. "The Variety of Related Variety Studies: Opening the Black Box of Technological Relatedness via Analysis of Inter-firm R&D Cooperative Projects," Papers in Evolutionary Economic Geography (PEEG) 1611, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised May 2016.
    19. Nana Yang & Qiming Liu, 2023. "How does industrial agglomeration affect regional innovation? A spatial econometric analysis," Growth and Change, Wiley Blackwell, vol. 54(4), pages 826-852, December.
    20. Mattie Landman & Sanna Ojanperä & Stephen Kinsella & Neave O’Clery, 2023. "The role of relatedness and strategic linkages between domestic and MNE sectors in regional branching and resilience," The Journal of Technology Transfer, Springer, vol. 48(2), pages 515-559, April.

    More about this item

    Keywords

    Robots; Industry 4.0.; Innovation; Industry Mix; Self-Organizing Maps;
    All these keywords.

    JEL classification:

    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • 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
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:vnm:wpdman:173. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Marco LiCalzi (email available below). General contact details of provider: https://edirc.repec.org/data/mdvenit.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.