Clustering EU countries by the level of information and communication technologies development
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DOIhttp://dx.doi.org/10.21511/ppm.23(2).2025.63
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Article InfoVolume 23 2025, Issue #2, pp. 862-874
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The development and wider use of information and communication technologies (ICT) are at the core of the EU’s strategic course to intensify digital transformation. This is complicated by significant differences between EU member states in this area, the alignment of which is becoming an important task for supranational policy. The paper, therefore, aims to cluster EU countries by their ICT development level and identify key differences. A dataset was generated based on 18 relative ICT development indicators used in the ICT Development Index and the Digital Economy and Society Index. In the first stage, based on the k-means method, the EU countries were divided into three clusters, which characterize their differences in the ICT development level. Then, using the decision tree method, indicators were identified that absolutely distribute the resulting clusters, confirming their specificity. The parameters that reflect the most significant differences between EU countries in ICT development include individuals using the Internet, active mobile broadband subscriptions per 100 inhabitants, mobile data and voice high-consumption basket price, fixed-broadband Internet basket price, ICT graduates, fiber to the premises coverage, mobile broadband take-up, and 5G spectrum. This has demonstrated the critical importance of the spread and availability of the Internet, mobile technologies, and human resources for intensifying digital transformations within the EU. The results can be used in supranational policies to support the development of ICT and digital transformations and also serve as a guide in ensuring digital progress in individual member countries.
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JEL Classification (Paper profile tab)C38, O30, O52
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References38
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Tables3
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Figures0
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- Table 1. General list of indicators selected from IDI and DESI characterizing ICT development at the national level
- Table 2. Assessment of the information content of individual indicators included in the training sample
- Table А1. EU country clusters by ICT development indicators
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- Arshad, Z., Madaleno, M., Lillebø, A. I., & Vieira, H. (2024). Digitalization’s contribution towards sustainable development and climate change mitigation: An empirical evidence from EU economies. Heliyon, 10(13), Article e33451.
- Bánhidi, Z., & Dobos, I. (2023). A Data Envelopment Analysis model for ranking digital development in the countries of the European Union without explicit inputs and common weights analysis. Decision Analytics Journal. 6, Article 100167.
- Biernacki, M., Luśtyk, A., & Wisła, R. (2023). Differentiation of the digital economic development in Europe. In J. Lubacha, B. Mäihäniemi, & R. Wisła (Eds.), The European Digital Economy: Drivers of Digital Transition and Economic Recovery (1st ed., pp. 45-60). Routledge.
- Bocean, C. G., & Vărzaru, A. A. (2023). EU countries’ digital transformation, economic performance, and sustainability analysis. Humanities and Social Sciences Communications, 10(1), Article 875.
- Brodny, J., & Tutak, M. (2024). Assessing the level of innovativeness and digitalization of enterprises in the European Union States. Journal of Open Innovation: Technology, Market, and Complexity, 10(1), Article 100210.
- Bruno, G., Diglio, A., Piccolo, C., & Pipicelli, E. (2023). A reduced composite indicator for digital divide measurement at the regional level: An application to the Digital Economy and Society Index (DESI). Technological Forecasting and Social Change, 190, Article 122461.
- Chatti, W. (2020). Information and communication technologies, road freight transport, and environmental sustainability. Environmental Economics, 11(1), 124-132.
- Cioacă, S.-I., Cristache, S.-E., Vuță, M., Marin, E., & Vuță, M. (2020). Assessing the impact of ICT sector on sustainable development in the European Union: An empirical analysis using panel data. Sustainability, 12(2), Article 592.
- D’yakonova, I., Nikitina, A., Sukhonos, V., & Zhuravka, F. (2018). Methodological bases of estimating the efficiency of economic security management of the enterprises in the global environment. Investment Management and Financial Innovations, 15(2), 145-153.
- European Commission. (n.d.). Europe’s Digital Decade.
- 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, 63, Article 101420.
- Fura, B., Karasek, A. M., & Hysa, B. (2024). Statistical assessment of digital transformation in European Union countries under sustainable development goal 9. Quality & Quantity, 59, 937-972.
- Gao, X. (2024). The EU’s twin transitions towards sustainability and digital leadership: A coherent or fragmented policy field? Regional Studies, 59(1).
- Ghazy, N., Ghoneim, H., & Lang, G. (2022). Entrepreneurship, productivity and digitalization: Evidence from the EU. Technology in Society, 70, Article 102052.
- Golob, T., Rek, M., & Makarovič, M. (2024). European citizenship and digitalization: A new roadmap for interconnection. Internet of Things, 27, Article 101282.
- Hernández de Rojas, F., Rodríguez Pita, P., & Pérez Martínez, J. E. (2024). Assessing the European association between digitalization and innovation. Telecommunications Policy, 48(7), Article 102810.
- Hunady, J., Pisár, P., Vugec, D.S., & Bach, M. P. (2022). Digital Transformation in European Union: North is leading, and South is lagging behind. International Journal of Information Systems and Project Management, 10(4), 39-56.
- International Telecommunication Union. (2025). Measuring digital development. The ICT Development Index 2024.
- James, J. (2012). The ICT Development Index and the digital divide: How are they related? Technological Forecasting and Social Change, 79(3), 587-594.
- Kiseľáková, D., Šofranková, B., Širá, E., & Fedorčíková, R. (2022). Assessment of the digital economy’s level among the EU countries – An empirical study. Polish Journal of Management Studies, 26(1), 107-124.
- Laitsou, E., Katsianis, D., Xenakis, A., & Gerogiannis V. C. (2025). Pacing the digital decade: Digital evolution and its impact on human well-being. Telecommunications Policy, 49(1), Article 102868.
- Magoutas, A. I., Chaideftou, M., Skandali, D., & Chountalas, P. T. (2024). Digital progression and economic growth: Analyzing the impact of ICT advancements on the GDP of European Union Countries. Economies, 12(3).
- Majcherek, D., Hegerty, S. W., Kowalski, A. M., Lewandowska, M. S., & Dikova D. (2024). Opportunities for healthcare digitalization in Europe: Comparative analysis of inequalities in access to medical services. Health Policy, 139, Article 104950.
- Małkowska, A., Urbaniec, M., & Kosała, M. (2021). The impact of digital transformation on European countries: Insights from a comparative analysis. Equilibrium. Quarterly Journal of Economics and Economic Policy, 16(2), 325-355.
- Marti, L., & Puertas, R. (2023). Analysis of European competitiveness based on its innovative capacity and digitalization level. Technology in Society, 72, Article 102206.
- Matthess, M., Kunkel, S., Dachrodt, M. F., & Beier, G. (2023). The impact of digitalization on energy intensity in manufacturing sectors – A panel data analysis for Europe. Journal of Cleaner Production, 397, Article 136598.
- Mauro, M., Noto, G., Prenestini, A., & Sarto, F. (2024). Digital transformation in healthcare: Assessing the role of digital technologies for managerial support processes. Technological Forecasting and Social Change, 209, Article 123781.
- Mura, P. O., & Donath, L. E. (2023). Digitalisation and economic growth in the European Union. Electronics, 12(7), Article 1718.
- Nguyen, H. N., & Le, T. H. (2022). Making the circular economy digital or the digital economy circular? Empirical evidence from the European region. Technology in Society, 70, Article 102023.
- Novikova, I., Stepanova, A., Zhylinska, O., & Bediukh, O. (2020). Knowledge and technology transfer networking platforms in modern research universities. Innovative Marketing, 16(1), 57-65.
- Palale, T., & Ishida, S. (2024). Factors affecting information and communication technology (ICT) development on a national scale. Forum Scientiae Oeconomia, 12(3), 70-92.
- Perumal, C., Lyndon, N., & Sakawi, Z. (2024). Evaluating ICT development: Indicators, digital progress, and societal impact for sustainable development. International Journal of Advanced and Applied Sciences, 11(9), 36-47.
- Quaglio, G. L., Karapiperis, T., Putoto, G., Delponte, L., Micheletti, G., Brand, H., Bertinato, L., Tomson, G., Bonnardot, L., & Zanaboni, P. (2016). Strengthening EU policies in support of ICT for development: Results from a survey of ICT experts. Health Policy and Technology, 5(4), 330-340.
- Savulescu, C. (2015). Dynamics of ICT development in the EU. Procedia Economics and Finance, 23, 513-520.
- Szajt, M., Smoląg, K., & Chomiak-Orsa, I. (2024). Digitization in European Union countries. Convergence analysis based on DESI. Procedia Computer Science, 246, 5448-5457.
- Zhuravka, F., Botvinov, R., Parshyna, M, Makarenko, T., & Nebaba, N. (2021). Ukraine’s integration into the world arms market. Innovative Marketing, 17(4), 146-158.
- Zhuravka, F., Makarenko, M., Osetskyi, V., Podmarov, O., & Chentsov V. (2019). Impact of politically generated shocks on monetary performance: A cross-country comparison. Banks and Bank Systems, 14(3), 99-112.
- Zhuravka, F., Nebaba, N., Yudina, O., Haponenko, S., & Filatova, H. (2023). The hospitality market in Ukraine: War challenges and restoration possibilities. Innovative Marketing, 19(1), 140-150.