Digital transformation and entrepreneurship: A comparative analysis of EU11 and selected EU15 economies
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DOIhttp://dx.doi.org/10.21511/ppm.24(3).2026.24
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Article InfoVolume 24 2026, Issue #3, pp. 373–391
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Type of the article: Research Article
Abstract
This study examines the association between multidimensional digital transformation and national startup ecosystem performance across 23 European Union economies, comparing EU11 with 12 selected EU15 economies from 2017 to 2024. The balanced panel contains 184 country-year observations. Principal component analysis is used to construct three composite indicators: the Digital Services Index, Digital Connectivity Index, and Digital Human Capital Index. The indices demonstrate satisfactory factorial adequacy, internal consistency, and one-component structures supported by parallel analysis. Their associations with startup ecosystem performance are estimated using two-way fixed-effects models. Because the panel contains only 23 country clusters, the principal inference uses CR2 bias-reduced country-clustered standard errors with Satterthwaite-adjusted degrees of freedom. In the full-sample specification, DSI has a positive but only marginally significant association with startup ecosystem performance (β = 0.0834, p = 0.082), while DCI, DHCI, and e-government are statistically insignificant. R&D intensity has a negative contemporaneous coefficient that is also marginally significant (β = −0.0145, p = 0.053). Regional heterogeneity is jointly significant and is concentrated primarily in digital connectivity: DCI is negatively associated with startup ecosystem performance in the EU11 group, whereas its total slope is approximately zero in the selected EU15 group. DHCI has a positive total slope within the selected EU15 group, although the difference between the EU15 and EU11 slopes is not statistically significant. A one-year-lagged specification produces a positive but marginal DSI coefficient and does not identify statistically significant associations for the remaining predictors. These estimates should be interpreted as conditional associations rather than causal effects.
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JEL Classification (Paper profile tab)L26, O31, O33
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References40
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Tables12
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Figures0
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- Table 1. Definitions, measurement, transformations, and sources of the analytical variables
- Table 2. Composition of the PCA-based digital indices
- Table 3. Hypothesis-testing and empirical identification framework
- Table 4. Descriptive statistics of the analytical variables
- Table 5. Overall PCA and reliability diagnostics
- Table 6. Baseline two-way fixed-effects model with CR2 inference
- Table 7. Group-specific digital slopes and EU11–EU15 differences
- Table 8. Joint CR2 test of the regional interaction terms
- Table 9. Contemporaneous and one-year-lagged estimates with CR2 inference
- Table 10. Summary of hypothesis testing
- Table A1. Indicator-level PCA diagnostics
- Table A2. Panel-model specification and diagnostic tests
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- Aghion, P., & Howitt, P. (2009). The economics of growth. MIT Press.
- Aleca, O. E., & Mihai, F. (2025). The role of digital infrastructure and skills in enhancing labor productivity: Insights from Industry 4.0 in the European Union. Systems, 13(2), Article 113.
- Autio, E., Nambisan, S., Thomas, L., & Wright, M. (2018). Digital affordances, spatial affordances, and the genesis of entrepreneurial ecosystems. Strategic Entrepreneurship Journal, 12(1), 72-95.
- Borowiecki, R., Siuta-Tokarska, B., Maron, J., Suder, M., Thier, A., & Zmija, K. (2021). Developing digital economy and society in the light of the issue of digital convergence of the markets in the European Union countries. Energies, 14(9), Article 2717.
- 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.
- Dabbous, A., Barakat, K.A., & Kraus, S. (2023). The impact of digitalization on entrepreneurial activity and sustainable competitiveness: A panel data analysis. Technology in Society, 73, Article 102224.
- Duarte, M.P., & de Oliveira Carvalho, F.M.P. (2024). How digital transformation shapes European union countries’ national systems of innovation: A configurational moderation approach. Journal of Innovation & Knowledge, 9(4), Article 100578.
- Elia, G., Margherita, A., & Passiante, G. (2020). Digital entrepreneurship ecosystem: How digital technologies and collective intelligence are reshaping the entrepreneurial process. Technological Forecasting and Social Change, 150, Article 119791.
- European Commission (EC). (2022). Digital Economy and Society Index (DESI) 2022. Publications Office of the European Union.
- European Commission (EC). (2023). Digital Decade Policy Programme 2030. Brussels: Publications Office of the European Union.
- European Commission (EC). (2024a). Digital Decade DESI visualisation tool.
- European Commission (EC). (2024b). Europe’s Digital Decade: Digital targets for 2030.
- European Commission (EC). (2025a). DESI dashboard for the Digital Decade – DESI indicators.
- European Commission (EC). (2025b). The Digital Europe Programme.
- European Investment Bank. (2023). Digitalisation in Europe 2022-2023: Evidence from the EIB Investment Survey.
- Fossen, F. M., & Sorgner, A. (2021). Digitalization of work and entry into entrepreneurship. Journal of Business Research, 125, 548-563.
- Gkika, E. C., Kargas, A., Salmon, I., & Drosos, D. (2025). Unveiling digital maturity: Key drivers of digital transformation in the Greek business ecosystem. Administrative Sciences, 15(3), Article 96.
- Ha, L. (2024). Is e-government a driver to enhance entrepreneurship? An empirical investigation of European countries. Entrepreneurship Research Journal, 14(3), 1311-1340.
- Hall, B. H., Mairesse, J., & Mohnen, P. (2010). Measuring the returns to R&D. In B. H. Hall & N. Rosenberg (Eds.), Handbook of the economics of innovation (vol. 2, pp. 1033-1082). North-Holland/Elsevier.
- Herman, E., & Georgescu, M. A. (2025). Can EU countries balance digital business transformation with the sustainable development goals? An integrated multivariate assessment. Systems, 13(8), Article 722.
- Huseynov, A., Balsalobre-Lorente, D., Hamidova, L., & Samedova, E. (2025). Challenges and opportunities of digital economy development: Case of Azerbaijan. Problems and Perspectives in Management, 23(2), 265-276.
- Kraus, S., Vonmetz, K., Orlandi, L.B., Zardini, A., & Rossignoli, C. (2023). Digital entrepreneurship: The role of entrepreneurial orientation and digitalization for disruptive innovation. Technological Forecasting and Social Change, 193, Article 122638.
- Liu, B., & Guo, R. (2025). Can the development of e-government make local enterprises more attractive to foreign capital: Empirical evidence from the performance of Chinese local government websites. Research in International Business and Finance, 74, Article 102717.
- Liu, X., Hong, S., Su, Z., & Zhou, Y. (2025). The impact of digital transformation on high-quality development of manufacturing enterprises: An integrated perspective on efficiency and social responsibility. Mathematics, 13(5), Article 815.
- Mura, P. O., & Donath, L. E. (2023). Digitalisation and economic growth in the European Union. Electronics, 12(7), Article 1718.
- Nambisan, S. (2017). Digital entrepreneurship: Toward a digital technology perspective of entrepreneurship. Entrepreneurship Theory and Practice, 41(6), 1029-1055.
- OECD. (2021). The digital transformation of SMEs. OECD Studies on SMEs and Entrepreneurship. Paris: OECD Publishing.
- Romer, P. (1990). Endogenous technological change. Journal of Political Economy, 98(5, Pt 2), S71-S102.
- Silva, P. M., Moutinho, V. F., & Oliveira, X. A. (2025). Digital transformation and entrepreneurship: A comprehensive perspective on the Nordic countries. European Journal of Innovation Management, 28(7), 3071-3102.
- Sobczak, E. (2025). Digital transformation of enterprises and employment in technologically advanced and knowledge-intensive sectors in the European Union countries. Sustainability, 17(13), Article 5868.
- Startup Genome. (2025). The Global Startup Ecosystem Report 2025.
- StartupBlink. (2026). The Global Startup Ecosystem Index Report 2026.
- Szerb, L., Czigler, E., & Horvath, G. Z. (2024). The digital entrepreneurship ecosystem in the Central Eastern European countries. Foresight and STI Governance, 18(4), 18-32.
- Tiutiunyk, I., Drabek, J., Antoniuk, N., Navickas, V., & Rubanov, P. (2021). The impact of digital transformation on macroeconomic stability: Evidence from EU countries. Journal of International Studies, 14(3), 220-234.
- United Nations Conference on Trade and Development (UNCTAD). (2024). Digital economy report 2024: Shaping an environmentally sustainable and inclusive digital future. United Nations.
- Vasilescu, M. D., Serban, A. C., Dimian, G. C., Aceleanu, M. I., & Picatoste, X. (2020). Digital divide, skills and perceptions on digitalisation in the European Union: Towards a smart labour market. PLOS ONE, 15(4), Article e0232032.
- World Bank. (n.d.). World Development Indicators. World Bank Group.
- Zhanbozova, A., Azatbek, T., & Myrzakhmet, M. (2024). Assessing the impact of institutional environment quality on the development of e-commerce in developed and developing countries. Problems and Perspectives in Management, 22(3), 326-340.
- Zhang, L., & Zhang, X. (2025). Impact of digital government construction on the intelligent transformation of enterprises: Evidence from China. Technological Forecasting and Social Change, 210, Article 123787.
- Zhang, T., & Li, N. (2023). Measuring digital economy: From the perspective of digital industrialization and industry digitalization. Procedia Computer Science, 221, 1006-1012.


