Determination of Digital Density Efficiency by Data Envelopment Analysis: EU Member States

Esra Gökçen KAYGISIZ

Öz


This study aims to determine the digital intensity levels, which are an indicator of the digital transformation performance of the countries. With this scope, the digital intensity efficiency levels of the European Union member countries were calculated by data envelopment analysis (DEA). The input-oriented Charnes Cooper and Rhodes (CCR-O) Model has been used to determine the digital intensity of the countries. The input criteria of the DEA model were obtained from the digital skills data in The Digital Economy and Society Index-2021 (DESI), and the output criteria were obtained from the digital intensity data of the same index. Digital content creation communication and collaboration, online information and communication, information and data literacy, problem-solving, and safety skills are input criteria for digital skills. Very low, low, high, and very high data were used as output criteria for digital intensity. According to the findings, Hungary, Spain, Slovakia, and Ireland are not at the full efficiency level. It is also stated in the study that input variables should be directed to reach the full efficiency level of the countries that are not at the full efficiency level. Accordingly, it was observed that Hungary, Spain, Ireland and Slovakia are not at the full productivity level. it can be said that these countries have digital skills but their digital intensity is not high. In this respect, it can be concluded that they do not make use of these skills sufficiently.


Anahtar Kelimeler


Digital Skills, Digital Intensity, DESI, EU Member States

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Referanslar


Aniela, B., Marian, Z. & Badea, D. N. (2019). Economic growth and digital skills: An overview on the EU-28 country clusters. Annals of the Constantin Brâncuşi. University of Târgu Jiu, Economy Series, vol. 6, 78-85, December. https://ideas.repec.org/a/cbu/jrnlec/y2019v6p78-85.html

Bánhidi Z., Dobos I. & Nemeslaki A. (2019). Comparative analysis of the development of the digital economy in Russia and EU measured with DEA and using dimensions of DESI. St Petersburg University Journal of Economic Studies, Vol. 35, iss. 4, 588–605. https://doi.org/10.21638/spbu05.2019.405

Bashir, S. & Miyamoto, K. (2020). Digital skills: Frameworks and programs. World Bank1 April 2020 https://documents1.worldbank.org/curated/en/562351611824219616/pdf/Digital-Skills-Frameworks-and-Programs.pdf

Blount, Y., Abedin, B., Vatanasakdakul, S., & Erfani, S. (2016). Integrating enterprise resource planning (SAP) in the accounting curriculum: A systematic literature review and case study. Accounting Education, Vol. 25 No. 2, 185-202.

Broadband Commission for Sustainable Development (2017). Working group on education: Digital skills for life and work, https://unesdoc.unesco.org/ark:/48223/pf0000259013

European Centre for the Development of Vocational Training-CEDEFOP (2021). The European skills and jobs survey (ESJS). https://www.cedefop.europa.eu/en/publications/working-papers?search=&year=&country=&language=All&sort_order=DESC&items_per_page=24&page=1

Chaaben, N. & Mansouri, F. (2017). Digital economic and social evolution of Tunisia. Proceedings of the Joint International Conference, Monastier di Treviso, Italy, 24–27 May 2017, University of Primorska Press.

Charnes, A., Cooper, W. W.& Rhodes, E. (1978). Measuring the efficiency of decision making units. European journal of operational research, 2(6), 429-444.

Chetty, K., Aneja, U., Mishra, V., Gcora, N., & Josie, J. (2017). Bridging the digital divide: Skills for the new age. G20-Insights. https://www.g20-insights.org/wp-content/uploads/2017/05/Digital_Bridging-the-digital-divide-skills-for-the-new-ageII-.pdf

Claro, M., Preiss, D. D., San Martín, E., Jara, I., Hinostroza, J. E., Valenzuela, S., Cortes, F., & Nussbaum, M. (2012). Assessment of 21st century ICT skills in Chile: Test design and results from high school level students. Computers & Education, 59(3), 1042-1053. doi:10.1016/j.compedu

Corejova, T. & Chinoracky, R. (2021). Assessing the potential for digital transformation. Sustainability, 13, 11040. https://doi.org/10.3390/ su131911040

Cunningham, W., Moroz, H., Muller, N., & Solatorio, A. (2022). The demand for digital and complementary skills in Southeast Asia. Policy Research Working Paper 10070. World Bank Group. Social Protection and Jobs Global Practice May 2022

Datta, P. & Nwankpa, J. K. (2021). Digital transformation and the COVID-19 crisis continuity planning. Journal of Information Technology Teaching Cases. Vol. 11(2) 81–89. https://doi.org/10.1177/2043886921994821

D'Aveni, R. A. (1989). The aftermath of organizational decline: A longitudinal study of the strategic and managerial characteristics of declining firms. The Academy of Management Journal, Vol. 32, No. 3, pp. 577-605.

Ecorys UK. (2016). Digital skills for the UK economy. Department for Digital, Culture, Media & Sport, Department for Business, Innovation & Skills. https://www.gov.uk/government/publications/digital-skills-for-the-uk-economy

Endrodi-Kovacs, V. & Stukovszky, T. (2022). The adoption of industry 4.0 and digitalization of Hungarian SMEs. Society and Economy 44 (2022) 1, 138–158. Doi: 10.1556/204.2021.00024

Fernández-Portillo, A., Almodóvar-González, M., & Hernández-Mogollón, R. (2020). Impact of ICT development on economic growth. A study of OECD European union countries. Technology in Society, Volume 63, November, 101420. https://doi.org/10.1016/j.techsoc.2020.101420

Ferrari, A., (2013). DIGCOMP: a framework for developing and understanding digital competence in Europe, Punie, Y., Brečko, B. (Eds.) Joint Research Centre, Institute for Prospective Technological Studies https://data.europa.eu/doi/10.2788/52966

Ferrari, A., Punie, Y. & Redecker, C. (2012). Understanding digital competence in the 21st century: An analysis of current frameworks. Ravenscroft, A., Lindstaedt, S., Kloos, C.D., Hernández-Leo, D. (Eds). 21st century learning for 21st century skills. EC-TEL 2012. Lecture Notes in Computer Science, vol 7563. Springer. https://doi.org/10.1007/978-3-642-33263-0_7

Friederici, N. (2022). The digital transformation of small business support. Caribou Digital UK, Mastercard Center for Inclusive Growth, Strive Community.

Gaskin, J., Yoo, Y., Lyytinen, K. & Pentland, B. (2012). The effects of digital intensity on combinations of sequential and configural process variety. Completed Research Paper. Thirty Third International Conference on Information Systems, Fort Worth Orlando 2012.

Herman, E. (2022). The interplay between digital entrepreneurship and sustainable development in the context of the EU digital economy: A multivariate analysis. Mathematics, 10, 1682. https://doi.org/ 10.3390/math10101682

Ilomäki, L., Kantosalo, A., & Lakkala, M. (2011). What is digital competence? In Linked portal. Brussels: European Schoolnet. http://linked.eun.org/web/guest/in-depth3

Kamberidou, I. & Pascall, N. (2020). The digital skills crisis: Engendering technology–empowering women in cyberspace. European Journal of Social Sciences Studies, 4, 33.

Kane, G. C., Palmer, D., Phillips, A. N., Kiron, D. & Buckley, N. (2015), Strategy, not technology, drives digital transformation. MIT Sloan Management Review. Deloitte University Press 14.

Kara, K., (2022). Relationship between domestic logistics opportunity efficiency and international logistics opportunity efficiency based on market potential: Empirical research on developing countries. Journal of Management, Marketing and Logistics, 9(2), 79-89. http://doi.org/10.17261/Pressacademia.2022.1555

Kiseľaková, D., Širá, E., & Šofranková, B. (2021). Digital performance in V4 countries. Journal of Management and Business: Research and Practice, 13(2). doi:10.54933/jmbrp-2021-13-2-1

Polat, M., Kara, K., & Yalcin, G. C. (2022). Clustering countries on logistics performance and carbon dioxide (CO2) emission efficiency: An empirical analysis. Business and Economics Research Journal, 13(2), 221-238. http://dx.doi.org/10.20409/berj.2022.370

Kluzer S., Centeno C. & Keeffe, O. W. (2020) DigComp at work: the EU's digital competence framework in action on the labour market: A selection of case studies European Commission. Joint Research Centre, Publications Office, 2020, https://data.europa.eu/doi/10.2760/17763

Krchová, H. & Höesová, K. S. (2021). Selected determinants of digital transformation and their influence on the number of women in the ICT sector. Entrepreneurship and Sustainability Issues. Volume 8 Number 4 (June) http://doi.org/10.9770/jesi.2021.8.4(31)

Koch, T. & Windsperger, J. (2017). Seeing through the network: Competitive advantage in the digital economy. Journal of Organization Design, 6(6), 1–30. https://doi.org/https://doi.org/10.1186/s41469-017-0016-z

Leahy, D. & Dolan, W. (2014). Digital skills for employment. Passey, D., Tatnall, A. (Eds) Key competencies in ICT and informatics. implications and issues for educational professionals and management. IFIP Advances in Information and Communication Technology, vol 444. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-45770-2_16

Leogrande, A., (2022). High level digital skills in Europe. Preprint,July 2022. DOI: 10.5281/zenodo.6791168

Leogrande, A., Magaletti, N., Cosoli, G., Giardinelli, V. & Massaro, A. (2022). ICT Specialists in Europe. Preprints, 2022030088 (doi: 10.20944/preprints202203.0088.v1

Liu, H. (2021). Economic performance associated with digitalization in Canada over the past two decades. Economic and Social Reports Catalogue no. 36-28-0001 Vol. 1, no. 2, February DOI: https://doi.org/10.25318/36280001202100200001-eng

Maji, S. K. & Laha, A. (2021). The role of digital skill in mitigating digital divide: evidences from Asia-Pacific region. Rajagiri Management Journal. https://doi.org/10.1108/RAMJ-05-2021-0035

Marinas, M., Dinu, M., Socol, G. A. &, Socol, C. (2021). Economic computation and economic cybernetics. Studies and Research. 2, Vol. 55, 23-41.

Martinez-Cantos, L. A. (2017). Digital skills gaps: A pending subject for gender digital inclusion in Catalonia. European Journal of Communication, Volume 32, Issue 5, October, 419-438. https://doi.org/10.1177/0267323117718464

McKinsey (2020). The future is now: Closing the skills gap in Europe's public sector. https://www.mckinsey.com/industries/public-and-social-sector/our-insights/the-future-is-now-closing-the-skills-gap-in-europes-public-sector

Motyl, B., Baronio, G., Uberti, S., Speranza, D., & Filippi, S. (2017). How will change the future engineers' skills in the industry 4.0 framework? A questionnaire survey. Procedia Manufacturing, 11, 1501- 1509.

Mucha, T. & Seppälä, T. (2021). Estimating firm digitalization: A method for disaggregating sector-level digital intensity to firm-level. MethodsX 8, 101233. https://doi.org/10.1016/j.mex.2021.101233

NCES (National Centre of Educational Statictics). The Methodology of the Survey of Adult Skills (PIAAC) and the Quality of Data. In the Survey of Adult Skills: Reader's Companion. https://nces.ed.gov/surveys/piaac/pstreproficiencylevel.asp

Nwankpa, J. K. & Datta, P. (2017) Balancing exploration and exploitation of IT resources: The influence of digital business intensity on perceived organizational performance. European Journal of Information Systems, 26:5, 469-488, DOI: 10.1057/ s41303-017-0049-y

OECD (2019), OECD Skills Outlook 2019: Thriving in a digital world, OECD Publishing, https://doi.org/10.1787/df80bc12-en.

OECD (2020). Going Digital integrated policy framework. OECD Digital Economy Papers, No. 292, OECD Publishing, Paris, https://doi.org/10.1787/dc930adc-en.

Ondrejkova, A. (2015). Digital skills and digital divide in context of the digital agenda for Europe focused on Slovakia. 13th International Conference on Emerging eLearning Technologies and Applications (ICETA). doi:10.1109/iceta.2015.7558503

Said, B. A. (2021). Assence of advanced digital skills gap in Kenya using the design reality gap research framework. [Master’s Dissertation, University of Nairobi], Http://Erepository.Uonbi.Ac.Ke/Handle/11295/155820

Schwab, K. (2017). Dördüncü Sanayi Devrimi, Dicleli, Z.(Ed.). Optimist.

Stofkova, J., Poliakova, A., Stofkova, K.R., Malega, P., Krejnus, M., Binasova, V., & Daneshjo, N. (2022). Digital skills as a significant factor of human resources development. Sustainability, 14, 13117. https://doi.org/10.3390/su142013117

Synnott, J., Harkin, M., Horgan, B., McKeown, A., Hamilton, D., McAllister, D., Trainor, C., & Nugent C. (2020). The digital skills, experiences and attitudes of the Northern Ireland social care workforce toward technology for learning and development: Survey study. JMIR Med Educ; 6(2):e15936 doi: 10.2196/15936

Parra, J., Pérez-Pons, ME., & González, J. (2021). Study Based on the incidence of the index of economy and digital society (DESI) in the GDP of the Eurozone economies. Distributed Computing and Artificial Intelligence, 17th International Conference. DCAI 2020. Advances in Intelligent Systems and Computing, vol 1242. Springer, Cham. https://doi.org/10.1007/978-3-030-53829-3_16

Prieto, L.A. & Valenduc, G. (2016). Digital skills and labour opportunities for low-skilled woman. COST Action IS 1202. The Dynamics of Virtual Work. Working Paper 6

Porubčinová, M. & Novotná, I. (2020). Work 4.0 competencies in the female optics. Research papers faculty of materials science and technology in Trnava. DOI 10.2478/rput-2020-0009

Programme for the International Assessment of Adult Competencies (PIAAC) (2021). Survey of Adult Skills), www.oecd.org/skills/piaac/publicdataandanalysis.

Tamannum, R. (2021). Nordic countries digital intensity and digital maturity ⎯ The Impact of COVID-19 in the ICT Sectors. [Master’s dissertation, Åbo Akademi University]. https://www.doria.fi/handle/10024/180905

Toduk, Y. (2014). 2023 Lideri-Dijital Çağın Liderlik Sırları. Doğan Egmont Yayınları.

Trască, D. L., Stefan, G. M., Sahlian, D. N., Hoinaru, R., & Serban-Oprescu, G. (2019). Digitalization and business activity. the struggle to catch up in CEE Countries. Sustainability 2019, 11, 2204; doi:10.3390/su11082204

Trauth, E. M. (1995). Women in Ireland’s information industry: Voices from inside. Éire-Ireland, 30(3), 133–150. doi:10.1353/eir.1995.0008

Trauth, E. M. & Connolly, R. (2021). Investigating the nature of change in factors affecting gender equity in the it sector: a longitudinal study of women in Ireland. MIS Quarterly Vol. 45 No. 4, 2055-2100 DOI: 10.25300/MISQ/2022/15964

Turuk, M. (2021). An overview of eigital entrepreneurship in Central and Eastern European countries. Wu, R. M. & Mircea, M. (Eds.). E-business - higher education and intelligence applications. IntechOpen. https://doi.org/10.5772/intechopen.87341

UNESCO. (2019). I'd blush if i could: closing gender divides in digital skills through education. UNESCO Equals Skills Coalition. https://unesdoc.unesco.org/ark:/48223

Van Kessel, R., Wong, B.L.H., Rubinić, I., O’Nuallain, E., & Czabanowska, K. (2022) Is Europe prepared to go digital? Making the case for developing digital capacity: An exploratory analysis of Eurostat survey data. PLOS Digit Health 1(2):e0000013. https://doi.org/10.1371/journal.pdig.0000013

Van Laar, E. (2019). What are E-ssential skills? A multimethod approach to 21st-century digital skills within the creative industries. [Doctoral dissertation,University of Twente]. https://www.caict.nl/wp-content/uploads/2019/11/Dissertation-Ester-van-Laar.pdf

Van Laar, E., van Deursen, A. J. A. M., van Dijk J.A. G. M., & de Haan, J. (2020). Determinants of 21st-century skills and 21st-century digital skills for workers: A systematic literature review. SAGE Open. January-March, 1–14. DOI: 10.1177/2158244019900176

Van Laar, E., Van Deursen, A. J. A. M., Van Dijk, J. A. G. M., & De Haan, J. (2017). The relation between 21st-century skills and digital skills: A systematic literature review. Computers in Human Behavior, 72, 577–588. https://doi.org/10.1016/j. chb.2017.03.010

Vyshnevskyi, O., Stashkevych, I., Shubna, O. & Barkova, S. (2020). Economic growth in the conditions of digitalization in the EU countries. Studies of Applied Economics. Vol. 38 No. 4 (2020): Special Issue: The recent economic trends and their impact on marketing. DOI: http://dx.doi.org/10.25115/eea.v38i3%20(1).4041

Wedlake, S., Lothian, K., Keyes, D. & Coward, C. (2019) Digital skill sets for diverse users: A comparison framework for curriculum and competencies. Seattle: Technology & Social Change Group, University of Washington Information School. https://digital.lib.washington.edu/researchworks/handle/1773/43467?show=full

Westerman, G. (2016). Why digital transformation needs a heart. MIT Sloan Management Review, Vol. 58 No. 1, 19-21.

World Economic Forum (WEF). (2021). Global Gender Gap Report). World Economic Forum Centre for the New Economy and Society. http://www3.weforum.org/docs/WEF_GGGR_2021.pdf

Yalçın, E.C. (2021). Efficiency measurement of digitalization on EU countries: a study based on data envelopment analysis. International Journal of Management, Knowledge and Learning. Volume 10 (2021) 323–333 https://www.doi.org/10.53615/2232-5697.10.323-333


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