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The diffusion of digital skills across EU regions:structural drivers and polarization dynamics

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Listed:
  • Serenella Caravella
  • Valeria Cirillo
  • Francesco Crespi
  • Dario Guarascio
  • Mirko Menghini

Abstract

The digital transformation is an important driver of long-run productivity growth and, as such, it has the potential to promote a more inclusive and sustainable growth. However, digital capabilities, crucial to develop and govern new digital technologies, are unevenly distributed across European regions increasing the risk of divergence and polarization. By taking advantage of a set of original indicators capturing the level of digital skills in the regional workforce, this work analyzes the factors shaping the process of digital skill accumulation in the EU over the period 2011-2018. Relying on transition probability matrices and dynamic random effects probit models, we provide evidence of a strong and persistent regional polarization in the adoption and deployment of digital skills. Further, we investigate whether European Funds (European Regional Development Fund, Cohesion Funds, and European Social Funds) are capable to shape the digitalization process and to favor regional convergence

Suggested Citation

  • Serenella Caravella & Valeria Cirillo & Francesco Crespi & Dario Guarascio & Mirko Menghini, 2022. "The diffusion of digital skills across EU regions:structural drivers and polarization dynamics," Working Papers in Public Economics 227, Department of Economics and Law, Sapienza University of Roma.
    • Handle: RePEc:sap:wpaper:wp227
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    References listed on IDEAS

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    1. Cirillo, Valeria & Martinelli, Arianna & Nuvolari, Alessandro & Tranchero, Matteo, 2019. "Only one way to skin a cat? Heterogeneity and equifinality in European national innovation systems," Research Policy, Elsevier, vol. 48(4), pages 905-922.
    2. Flavio Calvino & Stefano DeSantis & Isabelle Desnoyers-James & Sara Formai & Ilaria Goretti & Silvia Lombardi & Francesco Manaresi & Giulio Perani, 2022. "Closing the Italian digital gap: The role of skills, intangibles and policies," OECD Science, Technology and Industry Policy Papers 126, OECD Publishing.
    3. Pablo D'Este & Francesco Rentocchini & Jaider Vega-Jurado, 2014. "The Role of Human Capital in Lowering the Barriers to Engaging in Innovation: Evidence from the Spanish Innovation Survey," Industry and Innovation, Taylor & Francis Journals, vol. 21(1), pages 1-19, January.
    4. Falck, Oliver & Heimisch-Roecker, Alexandra & Wiederhold, Simon, 2021. "Returns to ICT skills," Research Policy, Elsevier, vol. 50(7).
    5. Valeria Cirillo & Lucrezia Fanti & Andrea Mina & Andrea Ricci, 2021. "Digitalizing Firms: Skills, Work Organization and the Adoption of New Enabling Technologies," LEM Papers Series 2021/04, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    6. Roberto Camagni & Roberta Capello, 2005. "ICTs and territorial competitiveness in the era of internet," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 39(3), pages 421-438, September.
    7. Cristina Fernandes & Luís Farinha & João J. Ferreira & Björn Asheim & Roel Rutten, 2021. "Regional innovation systems: what can we learn from 25 years of scientific achievements?," Regional Studies, Taylor & Francis Journals, vol. 55(3), pages 377-389, March.
    8. Thonipara, Anita & Sternberg, Rolf G. & Proeger, Till & Haefner, Lukas, 2020. "Assessing the Digital Divide and its Regional Determinants: Evidence from a Web-Scraping Analysis," ifh Working Papers 25/2020, Volkswirtschaftliches Institut für Mittelstand und Handwerk an der Universität Göttingen (ifh), revised 2020.
    9. Claudius Gräbner & Philipp Heimberger & Jakob Kapeller & Bernhard Schütz, 2020. "Corrigendum to: Is the Eurozone disintegrating? Macroeconomic divergence, structural polarisation, trade and fragility," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 44(4), pages 979-979.
    10. Hidalgo, Antonio & Gabaly, Samuel & Morales-Alonso, Gustavo & Urueña, Alberto, 2020. "The digital divide in light of sustainable development: An approach through advanced machine learning techniques," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    11. Riccardo regstdcenzi, 2009. "Undermining the Principle of Concentration? European Union Regional Policy and the Socio-economic Disadvantage of European Regions," Regional Studies, Taylor & Francis Journals, vol. 43(1), pages 111-133.
    12. Giuseppe Celi & Dario Guarascio & Annamaria Simonazzi, 2019. "Unravelling the Roots of the EMU Crisis. Structural Divides, Uneven Recoveries and Possible Ways Out," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 54(1), pages 23-30, January.
    13. Fulvio Castellacci & Davide Consoli & Artur Santoalha, 2020. "The role of e-skills in technological diversification in European regions," Regional Studies, Taylor & Francis Journals, vol. 54(8), pages 1123-1135, July.
    14. Lucrezia Fanti & Dario Guarascio & Matteo Tubiana, 2021. "Skill mismatch and the dynamics of Italian companies’ productivity," Applied Economics, Taylor & Francis Journals, vol. 53(59), pages 6790-6803, December.
    15. Dosi, Giovanni & Marengo, Luigi, 2015. "The dynamics of organizational structures and performances under diverging distributions of knowledge and different power structures," Journal of Institutional Economics, Cambridge University Press, vol. 11(3), pages 535-559, September.
    16. Serenella Caravella & Francesco Crespi & Dario Guarascio & Matteo Tubiana, 2021. "Heterogeneity in the demand-growth relationship at the firm level: the role of demand sources and innovation/knowledge characteristics," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 30(5), pages 516-535, July.
    17. Francesco Crespi & Serenella Caravella & Mirko Menghini & Chiara Salvatori, 2021. "European Technological Sovereignty: An Emerging Framework for Policy Strategy," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 56(6), pages 348-354, November.
    18. Santoalha, Artur & Consoli, Davide & Castellacci, Fulvio, 2021. "Digital skills, relatedness and green diversification: A study of European regions," Research Policy, Elsevier, vol. 50(9).
    19. Claudius Gräbner & Philipp Heimberger & Jakob Kapeller & Bernhard Schütz, 2020. "Is the Eurozone disintegrating? Macroeconomic divergence, structural polarisation, trade and fragility," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 44(3), pages 647-669.
    20. Giuseppe Celi & Dario Guarascio & Annamaria Simonazzi, 2020. "A fragile and divided European Union meets Covid-19: further disintegration or ‘Hamiltonian moment’?," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 47(3), pages 411-424, September.
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    More about this item

    Keywords

    Digital transition; Skills; Labour markets; Persistence; Regional development; EU policies;
    All these keywords.

    JEL classification:

    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy

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