| dc.contributor.author | Noja, Grațiela Georgiana | |
| dc.contributor.author | Cristea, Mirela | |
| dc.contributor.author | Dorożyński, Tomasz | |
| dc.contributor.author | Ionaşcu, Alina | |
| dc.contributor.author | Boţoc, Florin Claudiu | |
| dc.date.accessioned | 2026-09-28T14:21:43Z | |
| dc.date.available | 2026-09-28T14:21:43Z | |
| dc.date.issued | 2026-09-25 | |
| dc.identifier.issn | 1508-2008 | |
| dc.identifier.uri | http://hdl.handle.net/11089/59440 | |
| dc.description.abstract | Technological innovation and digital transformation are increasingly viewed as key drivers of competitiveness and environmental transformation in Central and Eastern Europe (CEE). Yet the extent to which innovation-driven performance also translates into broader sustainability improvements remains insufficiently understood. The current study focuses on determining the link between innovation capabilities, education system, digitization, and sustainable performance for CEE countries in the time frame of 2017 to 2024. Panel data were collected from a multivariate panel dataset created from the European Innovation Scoreboard, with sustainable performance evaluated by the environmental sustainability index, technology for the environment, and PM2.5 emissions. To guarantee the reliability of the results, several approaches for estimating the relationships between variables were used, such as random effects panel regression, pooled OLS estimation with Driscoll-Kraay and panel-corrected standard errors, and robust regression with Huber and biweight iterations. In addition, structural equation modeling (SEM) is employed to identify latent interdependencies among innovation, digitalization, education, and sustainability indicators. The results indicate that stronger innovation capacity and digitalization are associated with improvements in sustainability outcomes of CEE countries, with education playing a decisive role in enhancing this performance. Environmental improvements are even more noticeable in countries that have higher degrees of green and digital innovations. The present research makes a valuable contribution to existing literature in the field, as it presents a comprehensive examination of the innovation greening-digitalization relationship in CEE countries by using an eclectic approach of multiple econometric and SEM analysis techniques. | en |
| dc.language.iso | en | |
| dc.publisher | Wydawnictwo Uniwersytetu Łódzkiego | pl |
| dc.relation.ispartofseries | Comparative Economic Research. Central and Eastern Europe;3 | en |
| dc.rights.uri | https://creativecommons.org/licenses/by-nc-nd/4.0 | |
| dc.subject | technological innovation | en |
| dc.subject | digitalization | en |
| dc.subject | environmental sustainability | en |
| dc.subject | education | en |
| dc.subject | econometric modeling | en |
| dc.title | From Innovation to Sustainable Competitiveness: Enhancing the Role of Education and the Green-Digital Transition in Central and Eastern Europe | en |
| dc.type | Article | |
| dc.page.number | 197-223 | |
| dc.contributor.authorAffiliation | Noja, Grațiela Georgiana - West University of Timişoara, Faculty of Economics and Business Administration, Department of Marketing, International Business and Economics, Timisoara, Romania | en |
| dc.contributor.authorAffiliation | Cristea, Mirela - University of Craiova, Faculty of Economics and Business Administration, Department of Finance, Banking and Economic Analysis, Craiova, Romania | en |
| dc.contributor.authorAffiliation | Dorożyński, Tomasz - University of Lodz, Department of International Economics, Institute of Economics, Faculty of Economics and Sociology, Lodz, Poland | en |
| dc.contributor.authorAffiliation | Ionaşcu, Alina - West University of Timişoara, Doctoral School of Economics and Business Administration, Faculty of Economics and Business Administration, East-European Center for Research in Economics and Business, Timisoara, Romania | en |
| dc.contributor.authorAffiliation | Boţoc, Florin Claudiu - West University of Timişoara, Faculty of Economics and Business Administration, Department of Finance, Information Systems and Business Modelling, Timisoara, Romania | en |
| dc.identifier.eissn | 2082-6737 | |
| dc.references | Baltagi, B.H. (2021), Econometric Analysis of Panel Data, Springer, Cham, https://doi.org/10.1007/978-3-030-53953-5 | en |
| dc.references | Beck, N., Katz, J.N. (1995), What to Do (and Not to Do) with Time-Series Cross-Section Data, “American Political Science Review”, 89 (3), pp. 634–647, https://doi.org/10.2307/2082979 | en |
| dc.references | Bollen, K.A. (1989), Structural Equations with Latent Variables, John Wiley and Sons, Inc., New York, https://doi.org/10.1002/9781118619179 | en |
| dc.references | Broccardo, L., Zicari, A., Jabeen, F., Bhatti, Z.A. (2023), How digitalization supports a sustainable business model: A literature review, “Technological Forecasting and Social Change”, 187, 122146, https://doi.org/10.1016/j.techfore.2022.122146 | en |
| dc.references | Castro, G.D., Fernández, M.C.G., Colsa, A.U. (2021), Unleashing the convergence amid digitalization and sustainability towards pursuing the Sustainable Development Goals (SDGs): A holistic review, “Journal of Cleaner Production”, 280 (1), 122204, https://doi.org/10.1016/j.jclepro.2020.122204 | en |
| dc.references | Chauhan, C., Parida, V., Dhir, A. (2022), Linking circular economy and digitalization technologies: A systematic literature review of past achievements and future promises, “Technological Forecasting and Social Change”, 177, 121508, https://doi.org/10.1016/j.techfore.2022.121508 | en |
| dc.references | Chen, K., Zhao, S., Jiang, G., He, Y., Li, H. (2025), The green innovation effect of the digital economy, “International Review of Economics & Finance”, 99, 103970, https://doi.org/10.1016/j.iref.2025.103970 | en |
| dc.references | Denicolai, S., Zucchella, A., Magnani, G. (2021), Internationalization, digitalization, and sustainability: Are SMEs ready? A survey on synergies and substituting effects among growth paths, “Technological Forecasting and Social Change”, 166, 120650, https://doi.org/10.1016/j.techfore.2021.120650 | en |
| dc.references | Drăcea, R.M., Cristea, M., Sitnikov, C., Nimerenco, I., Nedelcu, A. (2026), Regional Energy Transition: Decoupling CO2 Emissions and Policy Perspectives, “Sustainability”, 18 (2), 652, https://doi.org/10.3390/su18020652 | en |
| dc.references | Driscoll, J.C., Kraay, A.C. (1998), Consistent Covariance Matrix Estimation with Spatially Dependent Panel Data, “The Review of Economics and Statistics”, 80 (4), pp. 549–560, https://doi.org/10.1162/003465398557825 | en |
| dc.references | Ghobakhloo, M., Iranmanesh, M., Grybauskas, A., Vilkas, M., Petraite, M. (2021), Industry 4.0, innovation, and sustainable development: A systematic review and a roadmap to sustainable innovation, “Business Strategy and the Environment”, 30 (8), pp. 4237–4257, https://doi.org/10.1002/bse.2867 | en |
| dc.references | Guaita Martínez, J.M., Puertas, R., Martín Martín, J.M., Ribeiro-Soriano, D. (2022), Digitalization, innovation and environmental policies aimed at achieving sustainable production, “Sustainable Production and Consumption”, 32, pp. 92–100, https://doi.org/10.1016/j.spc.2022.03.035 | en |
| dc.references | Guandalini, I. (2022), Sustainability through digital transformation: A systematic literature review for research guidance, “Journal of Business Research”, 148, pp. 456–471, https://doi.org/10.1016/j.jbusres.2022.05.003 | en |
| dc.references | Huber, P.J. (1981), Robust Statistics, John Wiley & Sons, Inc., New York, https://doi.org/10.1002/0471725250 | en |
| dc.references | Hung, N.T. (2023), Green investment, financial development, digitalization and economic sustainability in Vietnam: Evidence from a quantile-on-quantile regression and wavelet coherence, “Technological Forecasting and Social Change”, 186 (B), 122185, https://doi.org/10.1016/j.techfore.2022.122185 | en |
| dc.references | Isensee, C., Teuteberg, F., Griese, K.-M., Topi, C. (2020), The relationship between organizational culture, sustainability, and digitalization in SMEs: A systematic review, “Journal of Cleaner Production”, 275, 122944, https://doi.org/10.1016/j.jclepro.2020.122944 | en |
| dc.references | Karlilar Pata, S., Balcilar, M., Emir, F. (2023), Environmental sustainability in the OECD: The power of digitalization, green innovation, renewable energy and financial development, “Telecommunications Policy”, 47 (6), 102568, https://doi.org/10.1016/j.telpol.2023.102568 | en |
| dc.references | Kline, R.B. (2016), Principles and Practice of Structural Equation Modeling, The Guilford Press, New York, https://www.scirp.org/reference/referencespapers?referenceid=2326083 (accessed: 15.12.2025). | en |
| dc.references | Kohtamäki, M., Parida, V., Oghazi, P., Gebauer, H., Baines, T. (2019), Digital servitization business models in ecosystems: A theory of the firm, “Journal of Business Research”, 104, pp. 380–392, https://doi.org/10.1016/j.jbusres.2019.06.027 | en |
| dc.references | Lazăr, D., Minea, A., Purcel, A.-A. (2019), Pollution and economic growth: Evidence from Central and Eastern European countries, “Energy Economics”, 81, pp. 1121–1131, https://doi.org/10.1016/j.eneco.2019.05.011 | en |
| dc.references | Li, J., Qamri, G.M., Tang, M., Cheng, Y. (2025), Connecting the sustainability: How renewable energy and digitalization drive green global value chains, “Journal of Environmental Management”, 380, 124779, https://doi.org/10.1016/j.jenvman.2025.124779 | en |
| dc.references | Linde, L., Sjödin, D., Parida, V., Wincent, J. (2021), Dynamic capabilities for ecosystem orchestration: A capability-based framework for smart city innovation initiatives, “Technological Forecasting and Social Change”, 166, 120614, https://doi.org/10.1016/j.techfore.2021.120614 | en |
| dc.references | Lu, H.T., Li, X., Yuen, K.F. (2023), Digital transformation as an enabler of sustainability innovation and performance – Information processing and innovation ambidexterity perspectives, “Technological Forecasting and Social Change”, 196, 122860, https://doi.org/10.1016/j.techfore.2023.122860 | en |
| dc.references | Manu, E.K., Asongu, S.A. (2025), The impact of environmental policy, technological innovations, and digitalization: Does context matter in natural resource management in Sub-Sahara Africa?, “Extractive Industries and Society”, 22, 101608, https://doi.org/10.1016/j.exis.2024.101608 | en |
| dc.references | Marcu, N., Cristea, M., Meghisan, G.M., Dascalu, D., Nasta, L.N. (2016), Impact of certain sectors of the economy on the chemical pollution of atmosphere in Romania, “Revista de Chimie”, 67 (6), pp. 1195–1199, https://shorturl.at/A5OVo (accessed: 23.12.2025). | en |
| dc.references | Mircea, G., Neamțu, M., Sîrghi, N., Ștefea, P. (2023), The Dynamical Analysis of the Sustainability of a Recycling Mathematical Model, “Economic Computation and Economic Cybernetics Studies and Research”, 57 (1), pp. 41–56, https://doi.org/10.24818/18423264/57.1.23.03 | en |
| dc.references | Moshood, T.D., Rotimi, J.O.B., Shahzad, W., Bamgbade, J.A. (2024), Infrastructure digital twin technology: A new paradigm for future construction industry, “Technology in Society”, 77, 102519, https://doi.org/10.1016/j.techsoc.2024.102519 | en |
| dc.references | Noja, G.G., Cristea, S.M., Yüksel, A., Pânzaru, C., Drăcea, R.M. (2018), Migrants’ Role in Enhancing the Economic Development of Host Countries: Empirical Evidence from Europe, “Sustainability”, 10 (3), 894, https://doi.org/10.3390/su10030894 | en |
| dc.references | Porter, D.C., Gujarati, D.N. (2009), Basic Econometrics, McGraw-Hill Irwin, New York. | en |
| dc.references | Radicic, D., Petkovic, S. (2023), Impact of digitalization on technological innovations in small and medium-sized enterprises (SMEs), “Technological Forecasting and Social Change”, 191, 122474, https://doi.org/10.1016/j.techfore.2023.122474 | en |
| dc.references | Rani, T., Wang, F., Rehman, S.A.U., Amjad, M.A. (2025), Shaping sustainable futures in BRICS-T economies: The role of digitalization with moderating effects of green technology innovation and financial inclusion, “Technology in Society”, 82, 102879, https://doi.org/10.1016/j.techsoc.2025.102879 | en |
| dc.references | Rousseeuw, P.J., Leroy, A.M. (1987), Robust Regression and Outlier Detection, John Wiley & Sons, Inc., New York, https://doi.org/10.1002/0471725382 | en |
| dc.references | Wang, X., Wang, K.-H., Xu, B., Jin, W. (2025), Digitalization and technological innovation: panaceas for sustainability?, “International Journal of Production Research”, 63 (16), pp. 6071–6088, https://doi.org/10.1080/00207543.2025.2468883 | en |
| dc.references | Wang, X., Wang, Y., Khurshid, A., Saleem, S.F. (2025), E-governance and policy efforts advancing carbon neutrality and sustainability in European countries, “Public Money & Management”, 46 (5), pp. 632–642, https://doi.org/10.1080/09540962.2025.2484587 | en |
| dc.references | Wen, H., Lee, C.-C., Song, Z. (2021), Digitalization and environment: how does ICT affect enterprise environmental performance?, “Environmental Science and Pollution Research”, 28 (39), pp. 54826–54841, https://doi.org/10.1007/s11356-021-14474-5 | en |
| dc.references | Xie, X., Wang, M. (2025), Firms’ digital capabilities and green collaborative innovation: The role of green relationship learning, “Journal of Innovation & Knowledge”, 10 (2), 100663, https://doi.org/10.1016/j.jik.2025.100663 | en |
| dc.contributor.authorEmail | Noja, Grațiela Georgiana - gratiela.noja@e-uvt.ro | |
| dc.contributor.authorEmail | Cristea, Mirela - simona.cristea@edu.ucv.ro | |
| dc.contributor.authorEmail | Dorożyński, Tomasz - tomasz.dorozynski@uni.lodz.pl | |
| dc.contributor.authorEmail | Ionaşcu, Alina - alina.ionascu@e-uvt.ro | |
| dc.contributor.authorEmail | Boţoc, Florin Claudiu - claudiu.botoc@e-uvt.ro | |
| dc.identifier.doi | 10.18778/1508-2008.29.25 | |
| dc.relation.volume | 29 | |