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Multidimensional Clustering of EU Regions: A Contribution to Orient Public Policies in Reducing Regional Disparities

Author

Listed:
  • Pasquale Pavone

    (School of Advanced Studies)

  • Francesco Pagliacci

    (Università di Padova
    Università di Modena e Reggio Emilia)

  • Margherita Russo

    (Università di Modena e Reggio Emilia
    Università di Modena e Reggio Emilia)

  • Simone Righi

    (UCL
    Università di Modena e Reggio Emilia)

  • Anna Giorgi

    (University of Milan)

Abstract

This paper applies multidimensional clustering of EU-28 regions with regard to their specialisation strategies and socioeconomic characteristics. It builds on an original dataset. Several academic studies discuss the relevant issues to be addressed by innovation and regional development policies, but so far no systematic analysis has linked the different aspects of EU regions research and innovation strategies (RIS3) and their socio-economic characteristics. This paper intends to fill this gap, with the aim to provide clues for more effective regional and innovation policies. In the data set analysed in this paper, the socioeconomic and demographic classification associates each region to one categorical variable (with 19 categories), while the classification of the RIS3 priorities clustering was performed separately on “descriptions” (21 Boolean categories) and “codes” (11 Boolean Categories) of regions’ RIS3. The cluster analysis, implemented on the results of the correspondence analysis on the three sets of categories, returns 9 groups of regions that are similar in terms of priorities and socioeconomic characteristics. Each group has different characteristics that revolve mainly around the concepts of selectivity (group’s ability to represent a category) and homogeneity (similarity in the group with respect to one category) with respect to the different classifications on which the analysis is based. Policy implications showed in this paper are discussed as a contribution to the current debate on post-2020 European Cohesion Policy, which aims at orienting public policies toward the reduction of regional disparities and to the enhance complementarities and synergies within macro-regions.

Suggested Citation

  • Pasquale Pavone & Francesco Pagliacci & Margherita Russo & Simone Righi & Anna Giorgi, 2021. "Multidimensional Clustering of EU Regions: A Contribution to Orient Public Policies in Reducing Regional Disparities," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 156(2), pages 739-759, August.
  • Handle: RePEc:spr:soinre:v:156:y:2021:i:2:d:10.1007_s11205-020-02324-9
    DOI: 10.1007/s11205-020-02324-9
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    References listed on IDEAS

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    1. Dominique Foray, 2018. "Smart specialisation strategies and industrial modernisation in European regions—theory and practice1," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 42(6), pages 1505-1520.
    2. Simona Iammarino & Andrés Rodriguez-Pose & Michael Storper, 2019. "Regional inequality in Europe: evidence, theory and policy implications," Journal of Economic Geography, Oxford University Press, vol. 19(2), pages 273-298.
    3. 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.
    4. Carlo Gianelle & Fabrizio Guzzo & Krzysztof Mieszkowski, 2017. "Smart Specialisation at work: Analysis of the calls launched under ERDF Operational Programmes," JRC Research Reports JRC106974, Joint Research Centre.
    5. Nicholas Charron & Lewis Dijkstra & Victor Lapuente, 2014. "Regional Governance Matters: Quality of Government within European Union Member States," Regional Studies, Taylor & Francis Journals, vol. 48(1), pages 68-90, January.
    6. Margherita Russo & Francesco Pagliacci & Pasquale Pavone & Anna Giorgi, 2019. "RIS3 in macro-regional strategies: tools to design and monitor integrated territorial development paths," Department of Economics 0145, University of Modena and Reggio E., Faculty of Economics "Marco Biagi".
    7. Pasquale Pavone & Francesco Pagliacci & Margherita Russo & Anna Giorgi, 2019. "R&I smart specialisation strategies: classification of EU regions’ priorities. Results from automatic text analysis," Department of Economics 0148, University of Modena and Reggio E., Faculty of Economics "Marco Biagi".
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    Cited by:

    1. Christopher Meyer & Christopher Meyer, 2020. "Reinforcing comparative monitoring of Smart Specialisation performance across European regions: transnational RIS3 observatory model as a tool for Smart Specialisation governance," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 8(2), pages 1386-1400, December.
    2. Ana María López-Villuendas & Cristina del Campo, 2023. "Regional Economic Disparities in Europe: Time-Series Clustering of NUTS 3 Regions," International Regional Science Review, , vol. 46(3), pages 265-298, May.
    3. Maucorps, Ambre & Römisch, Roman & Schwab, Thomas & Vujanovic, Nina, 2022. "The Future of EU Cohesion: Effects of the Twin Transition on Disparities across European Regions," MPRA Paper 117681, University Library of Munich, Germany.
    4. Christopher Meyer, 2022. "Social Innovation Governance in Smart Specialisation Policies and Strategies Heading towards Sustainability: A Pathway to RIS4?," Social Sciences, MDPI, vol. 11(4), pages 1-14, March.

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    More about this item

    Keywords

    Regional smart research and innovation strategies; Multi-dimensional analysis; Clustering; European regions; Sustainable development;
    All these keywords.

    JEL classification:

    • R58 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis - - - Regional Development Planning and Policy
    • Q5 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics
    • C38 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Classification Methdos; Cluster Analysis; Principal Components; Factor Analysis

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