IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v13y2021i15p8476-d604109.html
   My bibliography  Save this article

The Evolving Economic Employment of ICT Education: The Case of Norway

Author

Listed:
  • Marco Capasso

    (NIFU (Nordic Institute for Studies in Innovation, Research and Education), Postboks 2815 Tøyen, NO-0608 Oslo, Norway)

  • Michael Spjelkavik Mark

    (NIFU (Nordic Institute for Studies in Innovation, Research and Education), Postboks 2815 Tøyen, NO-0608 Oslo, Norway)

Abstract

Digitisation breaks down traditional industry and sector boundaries and fuels new work structures and networks. By using linked employer–employee data for Norway (years 2013–2017), we address two research questions: whether some parts of the economy increasingly need people who are “specialised” in ICT, in the sense that the main focus of their formal education is ICT, and whether the ongoing digitisation processes in the Norwegian economy have altered the complementarities between ICT education and other types of formal education. By means of a shift-share analysis, we disentangle the contributions to employment deriving from variation in the education mix within the sectors. We also observe the recent labour flows of ICT-educated workers across sectors of the Norwegian economy. Then, an establishment-level analysis sheds light on possible evolutions of the complementarity of ICT education with other types of education. Public administration and health are revealed to be increasingly important attractors for ICT-educated people. Nonetheless, the ICT industries still employ many ICT-educated individuals and they are becoming more specialised, possibly as outsourcees of services to other industries. Finally, flows of ICT-educated employees from and to the sales sector and the publishing and audiovisual industries suggest an evolving knowledge content in these areas of the economy.

Suggested Citation

  • Marco Capasso & Michael Spjelkavik Mark, 2021. "The Evolving Economic Employment of ICT Education: The Case of Norway," Sustainability, MDPI, vol. 13(15), pages 1-18, July.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:15:p:8476-:d:604109
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/13/15/8476/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/13/15/8476/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Ernst Ekkehardt & Merola Rossana & Samaan Daniel, 2019. "Economics of Artificial Intelligence: Implications for the Future of Work," IZA Journal of Labor Policy, Sciendo & Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 9(1), pages 1-35, June.
    3. 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.
    4. Dengler, Katharina & Matthes, Britta, 2018. "The impacts of digital transformation on the labour market: Substitution potentials of occupations in Germany," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 304-316.
    5. Rune Dahl Fitjar & Bram Timmermans, 2019. "Relatedness and the Resource Curse: Is There a Liability of Relatedness?," Economic Geography, Taylor & Francis Journals, vol. 95(3), pages 231-255, May.
    6. Ron Boschma & Koen Frenken, 2011. "The emerging empirics of evolutionary economic geography," Journal of Economic Geography, Oxford University Press, vol. 11(2), pages 295-307, March.
    7. Barbieri, Nicolò & Consoli, Davide, 2019. "Regional diversification and green employment in US metropolitan areas," Research Policy, Elsevier, vol. 48(3), pages 693-705.
    8. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    9. 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.
    10. Consoli, Davide & Marin, Giovanni & Rentocchini, Francesco & Vona, Francesco, 2023. "Routinization, within-occupation task changes and long-run employment dynamics," Research Policy, Elsevier, vol. 52(1).
    11. Edgar S. Dunn, 1960. "A Statistical And Analytical Technique For Regional Analysis," Papers in Regional Science, Wiley Blackwell, vol. 6(1), pages 97-112, January.
    12. 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.
    13. 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.
    14. repec:spo:wpmain:info:hdl:2441/13fti1jo4t8vjpe6ko3qrrv2nv is not listed on IDEAS
    15. Bronwyn H. Hall & Francesca Lotti & Jacques Mairesse, 2013. "Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(3), pages 300-328, April.
    16. Rune Dahl Fitjar & Bram Timmermans, 2017. "Regional skill relatedness: towards a new measure of regional related diversification," European Planning Studies, Taylor & Francis Journals, vol. 25(3), pages 516-538, March.
    17. Frank Neffke & Martin Henning, 2013. "Skill relatedness and firm diversification," Strategic Management Journal, Wiley Blackwell, vol. 34(3), pages 297-316, March.
    18. Pieri, Fabio & Vecchi, Michela & Venturini, Francesco, 2018. "Modelling the joint impact of R&D and ICT on productivity: A frontier analysis approach," Research Policy, Elsevier, vol. 47(9), pages 1842-1852.
    19. Mariacristina Piva & Marco Vivarelli, 2018. "Technological change and employment: is Europe ready for the challenge?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 8(1), pages 13-32, March.
    20. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    21. Ricardo Hausmann & César Hidalgo, 2011. "The network structure of economic output," Journal of Economic Growth, Springer, vol. 16(4), pages 309-342, December.
    22. Castellacci, Fulvio, 2008. "Technological paradigms, regimes and trajectories: Manufacturing and service industries in a new taxonomy of sectoral patterns of innovation," Research Policy, Elsevier, vol. 37(6-7), pages 978-994, July.
    23. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    24. repec:hal:spmain:info:hdl:2441/13fti1jo4t8vjpe6ko3qrrv2nv is not listed on IDEAS
    25. Morgan R. Frank & David Autor & James E. Bessen & Erik Brynjolfsson & Manuel Cebrian & David J. Deming & Maryann Feldman & Matthew Groh & José Lobo & Esteban Moro & Dashun Wang & Hyejin Youn & Iyad Ra, 2019. "Toward understanding the impact of artificial intelligence on labor," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 116(14), pages 6531-6539, April.
    26. Xu, Ming & Liang, Sai, 2019. "Input–output networks offer new insights of economic structure," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 527(C).
    27. Hartmut Hirsch-Kreinsen, 2016. "Digitization of industrial work: development paths and prospects [Digitalisierung industrieller Arbeit: Entwicklungspfade und Perspektiven]," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 49(1), pages 1-14, July.
    28. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    29. Rune Dahl Fitjar & Bram Timmermans, 2017. "Knowledge bases and relatedness: A study of labour mobility in Norwegian regions," Papers in Evolutionary Economic Geography (PEEG) 1712, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jun 2017.
    30. Elias Giannakis & Adriana Bruggeman, 2017. "Economic crisis and regional resilience: Evidence from Greece," Papers in Regional Science, Wiley Blackwell, vol. 96(3), pages 451-476, August.
    31. Jeff Borland & Michael Coelli, 2017. "Are Robots Taking Our Jobs?," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 50(4), pages 377-397, December.
    32. Burger, Martijn & Stavropoulos, Spyridon & Ramkumar, Shyaam & Dufourmont, Joke & van Oort, Frank, 2019. "The heterogeneous skill-base of circular economy employment," Research Policy, Elsevier, vol. 48(1), pages 248-261.
    33. Flavio Calvino & Maria Enrica Virgillito, 2018. "The Innovation†Employment Nexus: A Critical Survey Of Theory And Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 32(1), pages 83-117, February.
    Full references (including those not matched with items on IDEAS)

    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. Marco Capasso & Michael Spjelkavik Mark, 2019. "Visualizing the Evolving Fit of Education and Economy: The Case of ICT Education in Norway," LEM Papers Series 2019/40, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    2. Tom Broekel & Rune Dahl Fitjar & Silje Haus-Reve, 2021. "The roles of diversity, complexity, and relatedness in regional development – What does the occupational perspective add?," Papers in Evolutionary Economic Geography (PEEG) 2135, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Nov 2021.
    3. O’Clery, Neave & Kinsella, Stephen, 2022. "Modular structure in labour networks reveals skill basins," Research Policy, Elsevier, vol. 51(5).
    4. Balland, Pierre-Alexandre & Broekel, Tom & Diodato, Dario & Giuliani, Elisa & Hausmann, Ricardo & O'Clery, Neave & Rigby, David, 2022. "Reprint of The new paradigm of economic complexity," Research Policy, Elsevier, vol. 51(8).
    5. repec:hal:spmain:info:hdl:2441/1f59r6ssre9eiqb2rso9ui50m2 is not listed on IDEAS
    6. Montobbio, Fabio & Staccioli, Jacopo & Virgillito, Maria Enrica & Vivarelli, Marco, 2022. "Robots and the origin of their labour-saving impact," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    7. Yang Li & Frank Neffke, 2022. "Relatedness in regional development: in search of the right specification," Papers in Evolutionary Economic Geography (PEEG) 2208, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Apr 2022.
    8. Jefferson Ricardo Bretas Galetti & Milene Simone Tessarin & Paulo Cesar Morceiro, 2021. "Skill relatedness, structural change and heterogeneous regions: evidence from a developing country," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1355-1376, December.
    9. Hidalgo, César A., 2023. "The policy implications of economic complexity," Research Policy, Elsevier, vol. 52(9).
    10. Jasmine Mondolo, 2022. "The composite link between technological change and employment: A survey of the literature," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1027-1068, September.
    11. 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.
    12. Michael Klien & Michael Böheim & Matthias Firgo & Andreas Reinstaller & Peter Reschenhofer & Yvonne Wolfmayr, 2021. "Stärkung der Unabhängigkeit des Wirtschaftsstandortes Österreich bei kritischen Produkten," WIFO Studies, WIFO, number 67234.
    13. Cilem Selin Hazir & Flora Bellone & Cyrielle Gaglio, 2019. "Local product space and firm-level churning in exported products," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(6), pages 1473-1496.
    14. Koen Frenken & Ron A. Boschma, 2012. "Economic Development as a Branching Process," Chapters, in: Guido Buenstorf (ed.), Evolution, Organization and Economic Behavior, chapter 9, Edward Elgar Publishing.
    15. Tijl Hendrich & Jennifer Buurma-Olsen & Judith Bayer, 2022. "Entries and Regional Growth: The Role of Relatedness," CPB Discussion Paper 433, CPB Netherlands Bureau for Economic Policy Analysis.
    16. 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.
    17. Koch, Philipp & Schwarzbauer, Wolfgang, 2021. "Yet another space: Why the Industry Space adds value to the understanding of structural change and economic development," Structural Change and Economic Dynamics, Elsevier, vol. 59(C), pages 198-213.
    18. Rune Dahl Fitjar & Bram Timmermans, 2017. "Knowledge bases and relatedness: A study of labour mobility in Norwegian regions," Papers in Evolutionary Economic Geography (PEEG) 1712, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jun 2017.
    19. repec:spo:wpmain:info:hdl:2441/1f59r6ssre9eiqb2rso9ui50m2 is not listed on IDEAS
    20. John-Erik Rørheim & Ron Boschma, 2022. "Skill-relatedness and employment growth of firms in times of prosperity and crisis in an oil-dependent region," Environment and Planning A, , vol. 54(4), pages 676-692, June.
    21. Li, Yang & Neffke, Frank M.H., 2024. "Evaluating the principle of relatedness: Estimation, drivers and implications for policy," Research Policy, Elsevier, vol. 53(3).
    22. Alessia Lo Turco & Daniela Maggioni, 2016. "On firms’ product space evolution: the role of firm and local product relatedness," Journal of Economic Geography, Oxford University Press, vol. 16(5), pages 975-1006.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    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:gam:jsusta:v:13:y:2021:i:15:p:8476-:d:604109. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.