IDEAS home Printed from https://ideas.repec.org/p/tik/inowpp/20191029.html
   My bibliography  Save this paper

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
    as

    Download full text from publisher

    File URL: http://www.sv.uio.no/tik/InnoWP/tik_working_paper_20191029.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    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. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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).
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. repec:hoo:wpaper:e-95-4 is not listed on IDEAS
    17. Unknown, 2016. "Energy for Sustainable Development," Conference Proceedings 253270, Guru Arjan Dev Institute of Development Studies (IDSAsr).
    18. 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.
    19. 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.
    20. 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.
    21. Ron Boschma, 2017. "Relatedness as driver of regional diversification: a research agenda," Regional Studies, Taylor & Francis Journals, vol. 51(3), pages 351-364, March.
    22. 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.
    23. repec:spo:wpmain:info:hdl:2441/eu4vqp9ompqllr09iak49cp9p is not listed on IDEAS
    24. Barbieri, Nicolò & Consoli, Davide, 2019. "Regional diversification and green employment in US metropolitan areas," Research Policy, Elsevier, vol. 48(3), pages 693-705.
    25. 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.
    26. 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.
    27. 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.
    28. Roberta Capello & Camilla Lenzi, 2018. "Regional innovation patterns from an evolutionary perspective," Regional Studies, Taylor & Francis Journals, vol. 52(2), pages 159-171, February.
    29. 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.
    30. 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.
    31. 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.
    32. 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.
    33. 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.
    34. 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.
    35. 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.
    36. 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.
    37. Perruchas, François & Consoli, Davide & Barbieri, Nicolò, 2020. "Specialisation, diversification and the ladder of green technology development," Research Policy, Elsevier, vol. 49(3).
    38. 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.
    39. 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.
    40. 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.
    41. 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.
    42. 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.
    43. 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.
    44. 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.
    45. 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.
    46. Carlo Corradini, 2019. "Location determinants of green technological entry: evidence from European regions," Small Business Economics, Springer, vol. 52(4), pages 845-858, April.
    47. 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.
    48. 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.
    49. 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.
    50. 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.
    51. 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.
    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. Castellani, Davide & Marin, Giovanni & Montresor, Sandro & Zanfei, Antonello, 2022. "Greenfield foreign direct investments and regional environmental technologies," Research Policy, Elsevier, vol. 51(1).
    2. 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.

    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. Santoalha, Artur & Consoli, Davide & Castellacci, Fulvio, 2021. "Digital skills, relatedness and green diversification: A study of European regions," Research Policy, Elsevier, vol. 50(9).
    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. Moreno, Rosina & Ocampo-Corrales, Diego, 2022. "The ability of European regions to diversify in renewable energies: The role of technological relatedness," Research Policy, Elsevier, vol. 51(5).
    4. 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.
    5. Corrocher, Nicoletta & Grabner, Simone Maria & Morrison, Andrea, 2024. "Green technological diversification: The role of international linkages in leaders, followers and catching-up countries," Research Policy, Elsevier, vol. 53(4).
    6. Nicolò Barbieri & Davide Consoli & Lorenzo Napolitano & François Perruchas & Emanuele Pugliese & Angelica Sbardella, 2023. "Regional technological capabilities and green opportunities in Europe," The Journal of Technology Transfer, Springer, vol. 48(2), pages 749-778, April.
    7. Maria Tsouri & Ron Boschma, 2024. "The importance of science for the development of new PV technologies in European regions," Papers in Evolutionary Economic Geography (PEEG) 2410, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Apr 2024.
    8. Perruchas, François & Consoli, Davide & Barbieri, Nicolò, 2020. "Specialisation, diversification and the ladder of green technology development," Research Policy, Elsevier, vol. 49(3).
    9. 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.
    10. Gianluca Orsatti & François Perruchas & Davide Consoli & Francesco Quatraro, 2020. "Public Procurement, Local Labor Markets and Green Technological Change. Evidence from US Commuting Zones," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(4), pages 711-739, April.
    11. Barbero, Javier & Diukanova, Olga & Gianelle, Carlo & Salotti, Simone & Santoalha, Artur, 2024. "Technologically related diversification: One size does not fit all European regions," Research Policy, Elsevier, vol. 53(3).
    12. 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.
    13. Barbieri, Nicolò & Consoli, Davide, 2019. "Regional diversification and green employment in US metropolitan areas," Research Policy, Elsevier, vol. 48(3), pages 693-705.
    14. Pinheiro, Flávio L. & Hartmann, Dominik & Boschma, Ron & Hidalgo, César A., 2022. "The time and frequency of unrelated diversification," Research Policy, Elsevier, vol. 51(8).
    15. You, Zhuoying & Teirlinck, Peter, 2024. "Specialization in climate technologies at the regional level in Europe: relatedness and the moderating role of policy direction," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    16. Quatraro, Francesco & Scandura, Alessandra, 2020. "Regional patterns of unrelated technological diversification: the role of academic inventors," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 202001, University of Turin.
    17. Hansmeier Hendrik & Kroll Henning, 2024. "The geography of eco-innovations and sustainability transitions: A systematic comparison," ZFW – Advances in Economic Geography, De Gruyter, vol. 68(2), pages 125-143.
    18. Julia Bachtrögler-Unger & Pierre-Alexandre Balland & Ron Boschma & Thomas Schwab, 2023. "Technological Capabilities and the Twin Transition in Europe. Opportunities for Regional Collaboration and Economic Cohesion," WIFO Studies, WIFO, number 70743.
    19. Pierre-Alexandre Balland & Ron Boschma & Joan Crespo & David L. Rigby, 2017. "Smart Specialization policy in the EU: Relatedness, Knowledge Complexity and Regional Diversification," Papers in Evolutionary Economic Geography (PEEG) 1717, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jul 2017.
    20. Flávio L. Pinheiro & Aamena Alshamsi & Dominik Hartmann & Ron Boschma & César Hidalgo, 2018. "Shooting Low or High: Do Countries Benefit from Entering Unrelated Activities?," Papers in Evolutionary Economic Geography (PEEG) 1807, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2018.

    More about this item

    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:tik:inowpp:20191029. 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: H&kon Normann (email available below). General contact details of provider: https://edirc.repec.org/data/tkuiono.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.