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Do digital skills foster green diversification? A study of European regions

Author

Listed:
  • Artur Santoalha

    (TIK Centre, University of Oslo, Norway)

  • Davide Consoli

    (INGENIO (CSIC-Universitat Politècnica de València), Spain)

  • Fulvio Castellacci

    (TIK Centre, University of Oslo, Norway)

Abstract

Within the debate on smart specialisation, there is growing attention towards the features that favour or thwart regions’ ability to pursue sustainable development through eco-innovation. Against this backdrop, the present paper proposes an empirical analysis of the role of local capabilities, of related diversification and of their interaction in a panel of 225 European regions (NUTS 2) between 2002 and 2013. The main novelty is the explicit consideration of digital skills, workforce capabilities associated with the use and development of digital technologies. We find that the e-skills endowment is positively correlated with the probability that regions specialise in new green technological domains. Moreover, digital competences positively moderate the effect of technological relatedness on green diversification. Our results highlight the potential of complementarities between two emerging general-purpose technologies, ICTs and eco-innovations, in the transition towards a greener economy.

Suggested Citation

  • Artur Santoalha & Davide Consoli & Fulvio Castellacci, 2019. "Do digital skills foster green diversification? A study of European regions," Working Papers on Innovation Studies 20191029, Centre for Technology, Innovation and Culture, University of Oslo.
    • Handle: RePEc:tik:inowpp:20191029
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    as
    1. Consoli, Davide & Marin, Giovanni & Marzucchi, Alberto & Vona, Francesco, 2016. "Do green jobs differ from non-green jobs in terms of skills and human capital?," Research Policy, Elsevier, vol. 45(5), pages 1046-1060.
    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. Koen Frenken & Ron A. Boschma, 2007. "A theoretical framework for evolutionary economic geography: industrial dynamics and urban growth as a branching process," Journal of Economic Geography, Oxford University Press, vol. 7(5), pages 635-649, September.
    4. Vona, Francesco & Consoli, Davide, 2009. "Innovation, human capital and earning distribution: towards a dynamic life-cycle approach," MPRA Paper 13032, University Library of Munich, Germany.
    5. Francesco Vona & Davide Consoli, 2015. "Innovation and skill dynamics: a life-cycle approach," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(6), pages 1393-1415.
    6. Francesco Vona & Giovanni Marin & Davide Consoli, 2019. "Measures, drivers and effects of green employment: evidence from US local labor markets, 2006–2014," Journal of Economic Geography, Oxford University Press, vol. 19(5), pages 1021-1048.
    7. 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.
    8. Charlie Karlsson & Gunther Maier & Michaela Trippl & Iulia Siedschlag & Gavin Murphy, 2010. "ICT and Regional Economic Dynamics: A Literature Review," JRC Research Reports JRC59920, Joint Research Centre.
    9. Ron Boschma, 2017. "Relatedness as driver of regional diversification: a research agenda," Regional Studies, Taylor & Francis Journals, vol. 51(3), pages 351-364, March.
    10. Koen Frenken & Luis R. Izquierdo & Paolo Zeppini, 2012. "Recombinant Innovation and Endogenous Transitions," Working Papers 12-01, Eindhoven Center for Innovation Studies, revised Jan 2012.
    11. Cecere, Grazia & Corrocher, Nicoletta & Gossart, Cédric & Ozman, Muge, 2014. "Technological pervasiveness and variety of innovators in Green ICT: A patent-based analysis," Research Policy, Elsevier, vol. 43(10), pages 1827-1839.
    12. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    13. 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.
    14. Pershina, Raissa & Soppe, Birthe & Thune, Taran Mari, 2019. "Bridging analog and digital expertise: Cross-domain collaboration and boundary-spanning tools in the creation of digital innovation," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    15. Roberta Capello & Camilla Lenzi, 2018. "Regional innovation patterns from an evolutionary perspective," Regional Studies, Taylor & Francis Journals, vol. 52(2), pages 159-171, February.
    16. Voigt, Sebastian & De Cian, Enrica & Schymura, Michael & Verdolini, Elena, 2014. "Energy intensity developments in 40 major economies: Structural change or technology improvement?," Energy Economics, Elsevier, vol. 41(C), pages 47-62.
    17. Quatraro, Francesco & Scandura, Alessandra, 2019. "Academic Inventors and the Antecedents of Green Technologies. A Regional Analysis of Italian Patent Data," Ecological Economics, Elsevier, vol. 156(C), pages 247-263.
    18. Audretsch, David B. & Lehmann, Erik E. & Warning, Susanne, 2005. "University spillovers and new firm location," Research Policy, Elsevier, vol. 34(7), pages 1113-1122, September.
    19. Glaeser, Edward L. & Scheinkman, JoseA. & Shleifer, Andrei, 1995. "Economic growth in a cross-section of cities," Journal of Monetary Economics, Elsevier, vol. 36(1), pages 117-143, August.
    20. Gary Solon & Steven J. Haider & Jeffrey M. Wooldridge, 2015. "What Are We Weighting For?," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 301-316.
    21. Ron Boschma & Koen Frenken, 2015. "Evolutionary Economic Geography," Papers in Evolutionary Economic Geography (PEEG) 1518, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised May 2015.
    22. Ghisetti, Claudia & Quatraro, Francesco, 2017. "Green Technologies and Environmental Productivity: A Cross-sectoral Analysis of Direct and Indirect Effects in Italian Regions," Ecological Economics, Elsevier, vol. 132(C), pages 1-13.
    23. Neil M. Coe, 2005. "Putting knowledge in its place--a review essay," Journal of Economic Geography, Oxford University Press, vol. 5(3), pages 381-384, June.
    24. Artur Santoalha, 2019. "Technological Diversification and Smart Specialization: the role of cooperation," Working Papers on Innovation Studies 20190109, Centre for Technology, Innovation and Culture, University of Oslo.
    25. De Marchi, Valentina, 2012. "Environmental innovation and R&D cooperation: Empirical evidence from Spanish manufacturing firms," Research Policy, Elsevier, vol. 41(3), pages 614-623.
    26. 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, Clark University, vol. 87(3), pages 237-265, July.
    27. Pierre-Alexandre Balland & Ron Boschma & Joan Crespo & David L. Rigby, 2019. "Smart specialization policy in the European Union: relatedness, knowledge complexity and regional diversification," Regional Studies, Taylor & Francis Journals, vol. 53(9), pages 1252-1268, September.
    28. David L. Rigby & Jürgen Essletzbichler, 1997. "Evolution, Process Variety, and Regional Trajectories of Technological Change in U.S. Manufacturing," Economic Geography, Taylor & Francis Journals, vol. 73(3), pages 269-284, July.
    29. Lars Coenen & Bernhard Truffer, 2012. "Places and Spaces of Sustainability Transitions: Geographical Contributions to an Emerging Research and Policy Field," European Planning Studies, Taylor & Francis Journals, vol. 20(3), pages 367-374, March.
    30. Stephanie Carretero & Riina Vuorikari & Yves Punie, 2017. "DigComp 2.1: The Digital Competence Framework for Citizens with eight proficiency levels and examples of use," JRC Research Reports JRC106281, Joint Research Centre.
    31. Ron Boschma & Pierre-Alexandre Balland & Dieter Franz Kogler, 2015. "Relatedness and technological change in cities: the rise and fall of technological knowledge in US metropolitan areas from 1981 to 2010," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(1), pages 223-250.
    32. Apa, Roberta & De Noni, Ivan & Orsi, Luigi & Sedita, Silvia Rita, 2018. "Knowledge space oddity: How to increase the intensity and relevance of the technological progress of European regions," Research Policy, Elsevier, vol. 47(9), pages 1700-1712.
    33. Barbieri, Nicolò & Marzucchi, Alberto & Rizzo, Ugo, 2020. "Knowledge sources and impacts on subsequent inventions: Do green technologies differ from non-green ones?," Research Policy, Elsevier, vol. 49(2).
    34. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    35. repec:hoo:wpaper:e-95-4 is not listed on IDEAS
    36. Unknown, 2016. "Energy for Sustainable Development," Conference Proceedings 253270, Guru Arjan Dev Institute of Development Studies (IDSAsr).
    37. Ayres, Robert U. & van den Bergh, Jeroen C.J.M., 2005. "A theory of economic growth with material/energy resources and dematerialization: Interaction of three growth mechanisms," Ecological Economics, Elsevier, vol. 55(1), pages 96-118, October.
    38. repec:spo:wpmain:info:hdl:2441/eu4vqp9ompqllr09iak49cp9p is not listed on IDEAS
    39. Barbieri, Nicolò & Consoli, Davide, 2019. "Regional diversification and green employment in US metropolitan areas," Research Policy, Elsevier, vol. 48(3), pages 693-705.
    40. Tuukka Mäkitie & Allan D. Andersen & Jens Hanson & Håkon E. Normann & Taran M. Thune, 2016. "Established sectors expediting clean technology industries? The Norwegian oil and gas sector's influence on offshore wind power," Working Papers on Innovation Studies 20161208, Centre for Technology, Innovation and Culture, University of Oslo.
    41. 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.
    42. 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.
    43. Perruchas, François & Consoli, Davide & Barbieri, Nicolò, 2020. "Specialisation, diversification and the ladder of green technology development," Research Policy, Elsevier, vol. 49(3).
    44. Sandro Montresor & Francesco Quatraro, 2017. "Regional Branching and Key Enabling Technologies: Evidence from European Patent Data," Economic Geography, Taylor & Francis Journals, vol. 93(4), pages 367-396, August.
    45. Jens Hanson, 2017. "Established industries as foundations for emerging technological innovation systems: The case of solar photovoltaics in Norway," Working Papers on Innovation Studies 20170531, Centre for Technology, Innovation and Culture, University of Oslo.
    46. Nicoló Barbieri & François Perruchas & Davide Consoli, 2020. "Specialization, Diversification, and Environmental Technology Life Cycle," Economic Geography, Taylor & Francis Journals, vol. 96(2), pages 161-186, March.
    47. Jens Sörvik & Ruslan Rakhmatullin & Manuel Palazuelos-Martinez, 2013. "Preliminary report on KETs priorities declared by regions in the context of their work on Research and Innovation Strategies for Smart Specialisation (RIS3)," JRC Research Reports JRC84659, Joint Research Centre.
    48. Carlo Corradini, 2019. "Location determinants of green technological entry: evidence from European regions," Small Business Economics, Springer, vol. 52(4), pages 845-858, April.
    49. 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.
    50. Costantini, Valeria & Mazzanti, Massimiliano & Montini, Anna, 2013. "Environmental performance, innovation and spillovers. Evidence from a regional NAMEA," Ecological Economics, Elsevier, vol. 89(C), pages 101-114.
    51. Kesidou, Effie & Demirel, Pelin, 2012. "On the drivers of eco-innovations: Empirical evidence from the UK," Research Policy, Elsevier, vol. 41(5), pages 862-870.
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    1. Davide Castellani & Giovanni Marin & Sandro Montresor & Antonello Zanfei, 2020. "Foreign Direct Investments and Regional Specialization in Environmental Technologies," SEEDS Working Papers 0620, SEEDS, Sustainability Environmental Economics and Dynamics Studies, revised Apr 2020.
    2. Castellani, Davide & Marin, Giovanni & Montresor, Sandro & Zanfei, Antonello, 2022. "Greenfield foreign direct investments and regional environmental technologies," Research Policy, Elsevier, vol. 51(1).

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