Dergiler / Erciyes Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi / 2025 / Sayı: 72

Avrupa Birliği’nde sürdürülebilir kalkınma hedeflerine ulaşmada dijital ekonomi ve toplum endeksi ile enerji güvenliğinin rolünün analizi

Analysis of the role of the digital economy and society index and energy security in achieving sustainable development goals in the European Union

Doğan Barak(BİNGÖL ÜNİVERSİTESİ)0000-0002-8812-7668
Sayfa
207–217
Yayın Tarihi
2025-12-31
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⚡ TL;DR(1 Cümlede Hızlı Çıkarım)

Elde edilen bulgular üç model üzerinden şu şekilde ortaya çıkmaktadır: i) Ekonomik büyüme (GDP), yenilenebilir enerjiyi (YE) teşvik etmekle birlikte, çevresel kalite üzerinde bozucu bir etkiye sahiptir. ii) YE ise hem GDP’yi desteklemekte hem de çevresel sürdürülebilirliği iyileştirici bir rol oynamaktadır. iii) Dijital dönüşümün bir göstergesi olan DESI’nın, ekonomik performans üzerinde istatistiksel olarak anlamlı ve olumlu bir etkisi bulunmuş; aynı zamanda yenilenebilir enerji geçiş sürecini de desteklediği tespit edilmiştir. iv) EG ise GDP’yi negatif etkilerken yenilenebilir enerjiye geçişi pozitif yönde etkileyen önemli bir faktör olarak öne çıkmaktadır.

📌 3 Maddede Bu Makale

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Amaç & Hipotez:Ekonomik büyüme (SKH8), yenilenebilir enerjiye geçiş (SKH7) ve çevresel sürdürülebilirlik (SKH13), birbirini tamamlayan ve karşılıklı bağımlılık ilişkisi içinde olan temel Sürdürülebilir Kalkınma Hedefleri (SKH) arasında yer almaktadır.
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Temel Bulgular & Veri:Araştırma, 27 AB ülkesine ait 2017-2022 dönemine ilişkin yıllık verileri kullanarak Panel Kantil Regresyon (PQR) ve Araç Değişkenli Genelleştirilmiş Momentler Yöntemi (IV-GMM) tahmincileri aracılığıyla değişkenler arasındaki ilişkileri ampirik olarak test etmektedir.
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Sonuç & Katkı:Elde edilen bulgular üç model üzerinden şu şekilde ortaya çıkmaktadır: i) Ekonomik büyüme (GDP), yenilenebilir enerjiyi (YE) teşvik etmekle birlikte, çevresel kalite üzerinde bozucu bir etkiye sahiptir. ii) YE ise hem GDP’yi desteklemekte hem de çevresel sürdürülebilirliği iyileştirici bir rol oynamaktadır. iii) Dijital dönüşümün bir göstergesi olan DESI’nın, ekonomik performans üzerinde istatistiksel olarak anlamlı ve olumlu bir etkisi bulunmuş; aynı zamanda yenilenebilir enerji geçiş sürecini de desteklediği tespit edilmiştir. iv) EG ise GDP’yi negatif etkilerken yenilenebilir enerjiye geçişi pozitif yönde etkileyen önemli bir faktör olarak öne çıkmaktadır.
🔬Tür:Modelleme & Sayısal Simülasyon
📍Kapsam:2017-2022 Verileri
⚙️Değişkenler:enerji güvenliği · dijital ekonomi ve toplum indeksi · ekonomik büyüme

Özet

Ekonomik büyüme (SKH8), yenilenebilir enerjiye geçiş (SKH7) ve çevresel sürdürülebilirlik (SKH13), birbirini tamamlayan ve karşılıklı bağımlılık ilişkisi içinde olan temel Sürdürülebilir Kalkınma Hedefleri (SKH) arasında yer almaktadır. Bu çalışma, söz konusu üç kalkınma amacına ulaşmada Dijital Ekonomi ve Toplum Endeksi (DESI) ile enerji güvenliğinin (EG) rolünü Avrupa Birliği (AB) ülkeleri özelinde incelemektedir. Araştırma, 27 AB ülkesine ait 2017-2022 dönemine ilişkin yıllık verileri kullanarak Panel Kantil Regresyon (PQR) ve Araç Değişkenli Genelleştirilmiş Momentler Yöntemi (IV-GMM) tahmincileri aracılığıyla değişkenler arasındaki ilişkileri ampirik olarak test etmektedir. Elde edilen bulgular üç model üzerinden şu şekilde ortaya çıkmaktadır: i) Ekonomik büyüme (GDP), yenilenebilir enerjiyi (YE) teşvik etmekle birlikte, çevresel kalite üzerinde bozucu bir etkiye sahiptir. ii) YE ise hem GDP’yi desteklemekte hem de çevresel sürdürülebilirliği iyileştirici bir rol oynamaktadır. iii) Dijital dönüşümün bir göstergesi olan DESI’nın, ekonomik performans üzerinde istatistiksel olarak anlamlı ve olumlu bir etkisi bulunmuş; aynı zamanda yenilenebilir enerji geçiş sürecini de desteklediği tespit edilmiştir. iv) EG ise GDP’yi negatif etkilerken yenilenebilir enerjiye geçişi pozitif yönde etkileyen önemli bir faktör olarak öne çıkmaktadır. Bununla birlikte, DESI ve EG’nin çevre kalitesi üzerinde doğrudan anlamlı bir etkisi gözlemlenmemiştir. Elde edilen bulgulara dayanarak politika yapıcıların dijital altyapı yatırımları ve enerji güvenliği endişeleriyle ilgili dengeli bir yol izleyerek SKH’leri gerçekleştirebilecekleri öne sürülebilir.

Abstract

Economic growth (SDG8), transition to renewable energy (SDG7), and environmental sustainability (SDG13) are fundamental Sustainable Development Goals (SDGs) that complement each other and are interdependent. This study examines the role of the Digital Economy and Society Index (DESI) and energy security (ES) in achieving these three development goals, specifically in European Union (EU) countries. The research empirically tests the relationships between the variables using Panel Quantile Regression (PQR) and Instrumental Variables Generalized Method of Moments (IV-GMM) estimators, utilizing annual data for the 2017-2022 period for 27 EU countries. The findings obtained are presented as follows through three models: i) Economic growth (GDP) promotes renewable energy (RE) but has a detrimental effect on environmental quality. ii) RE, on the other hand, both supports GDP and plays a role in improving environmental sustainability. iii) DESI, an indicator of digital transformation, has been found to have a statistically significant and positive effect on economic performance; it has also been determined to support the renewable energy transition process. iv) EG negatively affects GDP but emerges as an important factor positively influencing the transition to renewable energy. However, no direct significant effect of DESI and EG on environmental quality has been observed. Based on the findings, it can be argued that policymakers can achieve the SDGs by pursuing a balanced approach to digital infrastructure investments and energy security concerns.

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Bu Makaleye Atıf Yap

Barak, D. (2025). Avrupa Birliği’nde sürdürülebilir kalkınma hedeflerine ulaşmada dijital ekonomi ve toplum endeksi ile enerji güvenliğinin rolünün analizi. Erciyes Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, Sayı: 72, 207–217. https://doi.org/10.18070/erciyesiibd.1773915

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Kaynakça (122)

  1. Abbasi, K. R., Adedoyin, F. F., Abbas, J., & Hussain, K. (2021). The impact of energy depletion and renewable energy on CO2emissions in Thailand: Fresh evidence from the novel dynamic ARDL simulation. Renewable Energy, 180, 1439-1450. https://doi.org/10.1016/j.renene.2021.08.078
  2. Acheampong, A. O. (2018). Economic growth, CO2 emissions and energy consumption: What causes what and where? Energy Economics, 74, 677-692. https://doi.org/10.1016/j.eneco.2018.07.022
  3. Acheampong, A. O., Dzator, J., & Shahbaz, M. (2021). Empowering the powerless: Does access to energy improve income inequality? Energy Economics, 99, 105288. https://doi.org/10.1016/j.eneco.2021.105288
  4. Acheampong, A. O., Opoku, E. E. O., Dzator, J., & Kufuor, N. K. (2022). Enhancing human development in developing regions: Do ICT and transport infrastructure matter? Technological Forecasting and Social Change, 180, 121725. https://doi.org/10.1016/j.techfore.2022.121725
  5. Alsagr, N., & Ozturk, I. (2024). How do energy security risk and ICT affect green investment? Economic Analysis and Policy, 82, 1044-1055. https://doi.org/10.1016/j.eap.2024.04.027
  6. Amer, E. A. A. A., Xiuwu, Z., Meyad, E. M. A., Alareqi, M. M., Bather, S. M., & Abdelwahed, A. (2025). Decoupling or dependency? Investigating the joint effects of natural gas consumption and economic growth on carbon dioxide emissions in gulf cooperation council countries. Journal of Cleaner Production, 522, 146285. https://doi.org/10.1016/j.jclepro.2025.146285
  7. Asoy, E. (2024). A better proxy for technology determinant of economic growth: The international digital economy and society index. İstanbul İktisat Dergisi, 74(1), 225-251. https://doi.org/10.26650/ISTJECON2023-1327567
  8. Banday, U. J., & Kocoglu, M. (2023). Modelling simultaneous relationships between human development, energy, and environment: Fresh evidence from panel quantile regression. Journal of the Knowledge Economy, 14(2), 1559-1581. https://doi.org/10.1007/s13132-022-00921-2
  9. Banna, H., Alam, A., Chen, X. H., & Alam, A. W. (2023). Energy security and economic stability: The role of inflation and war. Energy Economics, 126, 106949. https://doi.org/10.1016/j.eneco.2023.106949
  10. Baum, C. F., Schaffer, M. E., & Stillman, S. (2003). Instrumental variables and GMM: Estimation and testing. The Stata Journal, 3(1), 1-31. https://doi.org/10.1177/1536867X03003001
  11. Bhattacharya, M., Paramati, S. R., Ozturk, I., & Bhattacharya, S. (2016). The effect of renewable energy consumption on economic growth: Evidence from top 38 countries. Applied Energy, 162, 733-741. https://doi.org/10.1016/j.apenergy.2015.10.104
  12. Bilgili, F., Koçak, E., & Bulut, Ü. (2016). The dynamic impact of renewable energy consumption on CO2 emissions: A revisited Environmental Kuznets Curve approach. Renewable and Sustainable Energy Reviews, 54, 838-845. https://doi.org/10.1016/j.rser.2015.10.080
  13. Bingxin, W., Qamri, G. M., Hui, G., Ameer, W., & Majeed, M. A. (2025). From digitalization to renewable energy: How the tech-energy connection drives the green energy in belt and road countries. Energy Economics, 144, 108324. https://doi.org/10.1016/j.eneco.2025.108324
  14. Birleşmiş Milletler (2025). The Sustainable Development Goals Report 2025. https://unstats.un.org/sdgs/report/2025/
  15. Birleşmiş Milletler Çevre Programı (2024). Emissions Gap Report 2024. https://www.unep.org/resources/emissions-gap-report-2024 (accessed date: 14.08.2025)
  16. Bonzo, J. K., Gyimah, J., Han, J., Osafo, V. A., & Amenyawu, V. E. (2025). Household access to clean fuels and technologies, rural and urban electrification, renewable energy consumption, and environmental sustainability in Africa. Sustainable Futures, 10, 101064. https://doi.org/10.1016/j.sftr.2025.101064
  17. Borozan, D. (2024). Do geopolitical and energy security risks influence carbon dioxide emissions? Empirical evidence from European Union countries. Journal of Cleaner Production, 439, 140834. https://doi.org/10.1016/j.jclepro.2024.140834
  18. 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, 122461. https://doi.org/10.1016/j.techfore.2023.122461
  19. Bulturbayevich, M. B., & Jurayevich, M. B. (2020). The impact of the digital economy on economic growth. International Journal of Business, Law, and Education, 1(1), 4-7. https://doi.org/10.56442/ijble.v1i1.2
  20. Chang, T., Gupta, R., Inglesi-Lotz, R., Simo-Kengne, B., Smithers, D., & Trembling, A. (2015). Renewable energy and growth: Evidence from heterogeneous panel of G7 countries using Granger causality. Renewable and Sustainable Energy Reviews, 52, 1405-1412. https://doi.org/10.1016/j.rser.2015.08.022
  21. Chen, C., Pinar, M., & Stengos, T. (2021). Determinants of renewable energy consumption: Importance of democratic institutions. Renewable Energy, 179, 75-83. https://doi.org/10.1016/j.renene.2021.07.030
  22. Chen, L. (2022). How CO2 emissions respond to changes in government size and level of digitalization? Evidence from the BRICS countries. Environmental Science and Pollution Research, 29(1), 457-467. https://doi.org/10.1007/s11356-021-15693-6
  23. Chen, W., & Lei, Y. (2018). The impacts of renewable energy and technological innovation on environment-energy-growth nexus: New evidence from a panel quantile regression. Renewable Energy, 123, 1-14. https://doi.org/10.1016/j.renene.2018.02.026
  24. Chu, L. K. (2023). The role of energy security and economic complexity in renewable energy development: Evidence from G7 countries. Environmental Science and Pollution Research, 30(19), 56073-56093. https://doi.org/10.1007/s11356-023-26208-w
  25. Chu, L. K., Ghosh, S., Doğan, B., Nguyen, N. H., & Shahbaz, M. (2023). Energy security as new determinant of renewable energy: The role of economic complexity in top energy users. Energy, 263, 125799. https://doi.org/10.1016/j.energy.2022.125799
  26. Dai, W., Eweade, B. S., Brika, S. K., Uzun, B., & Dong, C. (2025). Do globalization, foreign direct investment, trade openness, and urbanization propel renewable energy transition? Empirical evidence from kernel regularized quantile regression modeling. Environmental Progress & Sustainable Energy, 44(5), e70038. https://doi.org/10.1002/ep.70038
  27. Deng, S., Tiwari, S., Khan, S., Hossain, M. R., & Chen, R. (2024). Investigating the load capacity curve (LCC) hypothesis in leading emitter economies: Role of clean energy and energy security for sustainable development. Gondwana Research, 128, 283-297. https://doi.org/10.1016/j.gr.2023.10.020
  28. Djellouli, N., Abdelli, L., Elheddad, M., Ahmed, R., & Mahmood, H. (2022). The effects of non-renewable energy, renewable energy, economic growth, and foreign direct investment on the sustainability of African countries. Renewable Energy, 183, 676-686. https://doi.org/10.1016/j.renene.2021.10.066
  29. Doğan, B., Shahbaz, M., Bashir, M. F., Abbas, S., & Ghosh, S. (2023). Formulating energy security strategies for a sustainable environment: Evidence from the newly industrialized economies. Renewable and Sustainable Energy Reviews, 184, 113551. https://doi.org/10.1016/j.rser.2023.113551
  30. Doroiman, M., & Sîrghi, N. (2024). The digital enterprise landscape: How DESI metrics shape economic growth in the EU. Oradea J. Bus. Econ, 9, 36-46. http://doi.org/10.47535/1991ojbe194
  31. Energy Information Administration (2025). Primary energy. https://www.eia.gov/international/data/world/total-energy/more-total-energy-data
  32. European Commission (2022). Digital Economy and Society Index (DESI) 2022 Thematic chapters. https://digital-strategy.ec.europa.eu/en/library/digital-economy-and-society-index-desi-2022
  33. European Commission. (2021). Digital Economy and Society Index (DESI) 2020: Thematic chapters. https://eufordigital.eu/wp-content/uploads/2020/06/DESI2020Thematicchapters-FullEuropeanAnalysis.pdf
  34. European Environment Agency (2025). Share of energy consumption from renewable sources in Europe. https://www.eea.europa.eu/en/analysis/indicators/share-of-energy-consumption-from?activeAccordion=546a7c35-9188-4d23-94ee-005d97c26f2b
  35. European Parliament (2024). Climate change in Europe: Facts and figures. https://www.europarl.europa.eu/topics/en/article/20180703STO07123/climate-change-in-europe-facts-and-figures
  36. Fareed, Z., & Pata, U. K. (2022). Renewable, non-renewable energy consumption and income in top ten renewable energy-consuming countries: Advanced Fourier based panel data approaches. Renewable Energy, 194, 805-821. https://doi.org/10.1016/j.renene.2022.05.156
  37. Gomes, S., Lopes, J. M., & Ferreira, L. (2022). The impact of the digital economy on economic growth: The case of OECD countries. RAM. Revista de Administração Mackenzie, 23, eRAMD220029. https://doi.org/10.1590/1678-6971/eRAMD220029.en
  38. Gökgöz, F., & Yalçın, E. (2023). Investigating the energy security performance, productivity, and economic growth for the EU. Environmental Progress & Sustainable Energy, 42(5), e14139. https://doi.org/10.1002/ep.14139
  39. Habibi, F., & Zabardast, M. A. (2020). Digitalization, education and economic growth: A comparative analysis of Middle East and OECD countries. Technology in Society, 63, 101370. https://doi.org/10.1016/j.techsoc.2020.101370
  40. Hornungová, J., & Petrová, K. (2023). The relationship between digital performance and production of greenhouse gas emissions in EU countries: Correlation analysis and ANOVA method. AGRIS on-line Papers in Economics and Informatics, 15(1), 21-33. https://doi.org/10.22004/ag.econ.334634
  41. Ibrahiem, D. M., & Hanafy, S. A. (2021). Do energy security and environmental quality contribute to renewable energy? The role of trade openness and energy use in North African countries. Renewable Energy, 179, 667-678. https://doi.org/10.1016/j.renene.2021.07.019
  42. International Energy Agency (2024). World Energy Investment 2024. https://www.iea.org/reports/world-energy-investment-2024
  43. International Energy Agency (2014). Energy supply security, the emergency response of IEA countries. https://www.iea.org/reports/energy-supply-security-the-emergency-response-of-iea-countries-2014
  44. Iqbal, A., Tang, X., & Rasool, S. F. (2023). Investigating the nexus between CO2 emissions, renewable energy consumption, FDI, exports and economic growth: Evidence from BRICS countries. Environment, Development and Sustainability, 25(3), 2234-2263. https://doi.org/10.1007/s10668-022-02128-6
  45. Jamil, K., Liu, D., Gul, R. F., Hussain, Z., Mohsin, M., Qin, G., & Khan, F. U. (2022). Do remittance and renewable energy affect CO2 emissions? An empirical evidence from selected G-20 countries. Energy & Environment, 33(5), 916-932. https://doi.org/10.1177/0958305X211029636
  46. Jang, K. J., Kim, J. S., Chung, M. S., & Lee, J. Y. (2022). An analysis of the relationship between energy security and economic growth using the NARDL approach. Journal of the Korean Society of Systems Engineering, 18(2), 149–159. https://doi.org/10.14248/JKOSSE.2022.18.2.149
  47. Kadir, M. O., Deka, A., Ozdeser, H., Seraj, M., & Turuc, F. (2023). The impact of energy efficiency and renewable energy on GDP growth: New evidence from RALS-EG cointegration test and QARDL technique. Energy Efficiency, 16(5), 46. https://doi.org/10.1007/s12053-023-10130-8
  48. Kartal, G. (2021). Enerji güvenliği ve ekonomik büyüme ilişkisi: Türk dünyası ülke panelinden kanıtlar. Bilig, (101), 163-192. https://doi.org/10.12995/bilig.10107
  49. Kartal, G. (2022a). Are the effects of energy security on economic growth symmetric or asymmetric in Turkey? An application of non-linear ARDL. Ege Academic Review, 22(4), 487-502. https://doi.org/10.21121/eab.952967
  50. Kartal, G. (2022b). Relationship between energy security and economic growth: Abootstrap panel granger causality analysis. Politická Ekonomie, 70(4), 477-499. 10.18267/j.polek.1357
  51. Ke, J., Jahanger, A., Yang, B., Usman, M., & Ren, F. (2022). Digitalization, financial development, trade, and carbon emissions; implication of pollution haven hypothesis during globalization mode. Frontiers in Environmental Science, 10, 873880. https://doi.org/10.3389/fenvs.2022.873880
  52. Khan, K., Su, C. W., Khurshid, A., & Qin, M. (2023). Does energy security improve renewable energy? A geopolitical perspective. Energy, 282, 128824. https://doi.org/10.1016/j.energy.2023.128824
  53. Khemili, H., & Salah, S. B. (2023). The role of digitalization in the reduction of CO2 emission in the European Countries: The digital economy and social index. International Journal of Energy, Environment and Economics, 31(3), 399-419.
  54. Koçak, E., Ulucak, R., Dedeoğlu, M., & Ulucak, Z. Ş. (2019). Is there a trade-off between sustainable society targets in Sub-Saharan Africa?. Sustainable Cities and Society, 51, 101705. https://doi.org/10.1016/j.scs.2019.101705
  55. Koenker, R. (2004). Quantile regression for longitudinal data. Journal of Multivariate Analysis, 91(1), 74-89. https://doi.org/10.1016/j.jmva.2004.05.006
  56. Koenker, R., & Bassett Jr, G. (1978). Regression quantiles. Econometrica: journal of the Econometric Society, 33-50.
  57. Kumar, N. (2024). Natural resources and economic growth: Examining the role of globalization, financial development, and digitalization in India. Resources Policy, 97, 105260. https://doi.org/10.1016/j.resourpol.2024.105260
  58. Kusumawardani, D., & Agusti, K. S. (2024). The effect of energy security on economic growth in ASEAN during 2000-2020. International Journal of Energy Economics and Policy, 14(2), 447-459. https://doi.org/10.32479/ijeep.15463
  59. Kuzior, A., Vyshnevskyi, O., & Trushkina, N. (2022). Assessment of the impact of digitalization on greenhouse gas emissions on the example of EU Member States. Production Engineering Archives, 28(4), 407-419. https://doi.org/10.30657/pea.2022.28.50
  60. Le, T. H., & Nguyen, C. P. (2019). Is energy security a driver for economic growth? Evidence from a global sample. Energy Policy, 129, 436-451. https://doi.org/10.1016/j.enpol.2019.02.038
  61. Lechman, E., & Anacka, H. (2022). Digitalization process and its impact on economic growth: A panel data study for developing countries. İçinde M.S.B. Ali (Ed.), Digitalization and Economic Development (pp. 28-46). Routledge.
  62. Lee, C. C., Yuan, Z., He, Z. W., & Xiao, F. (2024). Do geopolitical risks always harm energy security? Their non-linear effects and mechanism. Energy Economics, 129, 107245.
  63. Li, J., Chen, L., Chen, Y., & He, J. (2022). Digital economy, technological innovation, and green economic efficiency: Empirical evidence from 277 cities in China. Managerial and Decision Economics, 43(3), 616-629. https://doi.org/10.1002/mde.3406
  64. Lin, B., & Huang, C. (2023). Promoting variable renewable energy integration: The moderating effect of digitalization. Applied Energy, 337, 120891. https://doi.org/10.1016/j.apenergy.2023.120891
  65. Lin, B., & Raza, M. Y. (2020). Analysis of energy security indicators and CO2 emissions. A case from a developing economy. Energy, 200, 117575. https://doi.org/10.1016/j.energy.2020.117575
  66. Liu, Y., Dong, K., & Jiang, Q. (2023). Assessing energy vulnerability and its impact on carbon emissions: A global case. Energy Economics, 119, 106557. https://doi.org/10.1016/j.eneco.2023.106557
  67. Lucas, J. N. V., Francés, G. E., & González, E. S. M. (2016). Energy security and renewable energy deployment in the EU: Liaisons Dangereuses or Virtuous Circle? Renewable and Sustainable Energy Reviews, 62, 1032-1046. https://doi.org/10.1016/j.rser.2016.04.069
  68. Ma, Q., Tariq, M., Mahmood, H., & Khan, Z. (2022). The nexus between digital economy and carbon dioxide emissions in China: The moderating role of investments in research and development. Technology in Society, 68, 101910. https://doi.org/10.1016/j.techsoc.2022.101910
  69. Ma, T., Yuan, R., & Li, N. (2024). Revealing the multiple impact mechanism of digital economy on renewable energy development in China. Clean Technologies and Environmental Policy, 27(8), 1-20. https://doi.org/10.1007/s10098-024-03069-6
  70. Mahmood, T., & Ayaz, M. T. (2018). Energy security and economic growth in Pakistan. Pakistan Journal of Applied Economics, 28(1), 47-64.
  71. Mirziyoyeva, Z., & Salahodjaev, R. (2022). Renewable energy and CO2 emissions intensity in the top carbon intense countries. Renewable Energy, 192, 507-512. https://doi.org/10.1016/j.renene.2022.04.137
  72. Mišík, M., & Nosko, A. (2023). Each one for themselves: Exploring the energy security paradox of the European Union. Energy Research & Social Science, 99, 103074. https://doi.org/10.1016/j.erss.2023.103074
  73. Moe, E. (2010). Energy, industry and politics: Energy, vested interests, and long-term economic growth and development. Energy, 35(4), 1730-1740. https://doi.org/10.1016/j.energy.2009.12.026
  74. Musibau, H. O., Adenekan, T. A., & Shittu, W. O. (2024). Have FDI, globalisation and energy security addressed the Malaise in the Nigerian economy? A quantile analysis. Arthaniti: Journal of Economic Theory and Practice, 23(1), 33-55. https://doi.org/10.1177/09767479211035679
  75. Myovella, G., Karacuka, M., & Haucap, J. (2020). Digitalization and economic growth: A comparative analysis of Sub-Saharan Africa and OECD economies. Telecommunications policy, 44(2), 101856. https://doi.org/10.1016/j.telpol.2019.101856
  76. Nawaz, S. M. N., & Alvi, S. (2018). Energy security for socio-economic and environmental sustainability in Pakistan. Heliyon, 4(10). https://doi.org/10.1016/j.heliyon.2018.e00854
  77. Negroponte, N. (1995). The digital revolution: Reasons for optimism. Futurist, 29(6), 68.
  78. Nepal, R., Zhao, X., Dong, K., Wang, J., & Sharif, A. (2024). Can artificial intelligence technology innovation boost energy resilience? The role of green finance. Energy Economics, 142, 108159. https://doi.org/10.1016/j.eneco.2024.108159
  79. Njangang, H., Padhan, H., & Tiwari, A. K. (2024). From aid to resilience: Assessing the impact of climate finance on energy vulnerability in developing countries. Energy Economics, 134, 107595. https://doi.org/10.1016/j.eneco.2024.107595
  80. Olczyk, M., & Kuc-Czarnecka, M. (2022). Digital transformation and economic growth: DESI improvement and implementation. Technological and Economic Development of Economy, 28(3), 775-803. https://doi.org/10.3846/tede.2022.16766
  81. Our World in Data (2025). CO₂ emissions per capita. https://ourworldindata.org/grapher/co-emissions-per-capita?time=1750.2024&tab=line
  82. Papież, M., Śmiech, S., & Frodyma, K. (2018). Determinants of renewable energy development in the EU countries. A 20-year perspective. Renewable and Sustainable Energy Reviews, 91, 918-934. https://doi.org/10.1016/j.rser.2018.04.075
  83. Pata, U. K., Wang, Q., Kartal, M. T., & Sharif, A. (2024). The role of disaggregated renewable energy consumption on income and load capacity factor: A novel inclusive sustainable growth approach. Geoscience Frontiers, 15(1), 101693. https://doi.org/10.1016/j.gsf.2023.101693
  84. Raheem, I. D., Tiwari, A. K., & Balsalobre-Lorente, D. (2020). The role of ICT and financial development in CO2 emissions and economic growth. Environmental Science and Pollution Research, 27(2), 1912-1922. https://doi.org/10.1007/s11356-019-06590-0
  85. Rao, P. (2023). These are the EU countries with the largest economies. World Economic Forum. https://www.weforum.org/stories/2023/02/eu-countries-largest-economies-energy-gdp/
  86. Sadorsky, P. (2009). Renewable energy consumption and income in emerging economies. Energy Policy, 37(10), 4021-4028. https://doi.org/10.1016/j.enpol.2009.05.003
  87. Saidi, K., & Hammami, S. (2015). The impact of energy consumption and CO2 emissions on economic growth: Fresh evidence from dynamic simultaneous-equations models. Sustainable Cities and Society, 14, 178-186. https://doi.org/10.1016/j.scs.2014.05.004
  88. Sen, K. K., Karmaker, S. C., Chapman, A. J., & Saha, B. B. (2025). Digital economy in reducing energy inequality and enhancing energy security for environmental sustainability. Journal of Cleaner Production, 522, 146344. https://doi.org/10.1016/j.jclepro.2025.146344
  89. Shabani, Z. D., & Tsvetkov, P. (2025). Do social capital spillovers affect CO2 emissions? Journal of Cleaner Production, 522, 146288. https://doi.org/10.1016/j.jclepro.2025.146288
  90. Shahbaz, M., Song, M., Ahmad, S., & Vo, X. V. (2022). Does economic growth stimulate energy consumption? The role of human capital and R&D expenditures in China. Energy Economics, 105, 105662. https://doi.org/10.1016/j.jclepro.2025.146288
  91. Shittu, W., Adedoyin, F. F., Shah, M. I., & Musibau, H. O. (2021). An investigation of the nexus between natural resources, environmental performance, energy security and environmental degradation: Evidence from Asia. Resources Policy, 73, 102227. https://doi.org/10.1016/j.resourpol.2021.102227
  92. Solomon, E. M., & Van Klyton, A. (2020). The impact of digital technology usage on economic growth in Africa. Utilities Policy, 67, 101104. https://doi.org/10.1016/j.jup.2020.101104
  93. Statista (2023, Mart). Annual aggregate digital economy and society index (DESI) scores for European Union member states from 2017 to 2022. https://www.statista.com/statistics/1372137/eu-digitalization-desi-member-states/
  94. Statista (2024, Kasım). Average annual growth rate of gross domestic product in the European Union from 1996 to 2024. https://www.statista.com/statistics/1070317/eu-gdp-growth-rate/
  95. Stavytskyy, A., Kharlamova, G., & Stoica, E. A. (2019). The analysis of the digital economy and society index in the EU. Baltic Journal of European Studies, 9(3), 245-261.
  96. Stavytskyy, A., Kharlamova, G., Giedraitis, V., & Šumskis, V. (2018). Estimating the interrelation between energy security and macroeconomic factors in European countries. Journal of International Studies, 11(3). 10.14254/2071-8330.2018/11-3/18
  97. Steen, M. (2000). Greenhouse gas emissions from fossil fuel fired power generation systems. european commission joint research centre. Publications Office of the European Union https://op.europa.eu/en/publication-detail/-/publication/221658dd-9556-4591-86ea-51544346a8f7
  98. Subramaniam, Y., Loganathan, N., Subramaniam, T., & Bulut, U. (2023). The impact of energy security on environmental degradation: New evidence from developing countries. Environmental Science and Pollution Research, 30(50), 108802-108824. https://doi.org/10.1007/s11356-023-29965-w
  99. Sultanova, G. K., Djuraeva, R. A., & Turaeva, S. T. (2022). The impact of the digital economy on renewable energy consumption and generation: Evidence from European Union countries. İçinde Proceedings of the 6th international conference on future networks & distributed systems (ss. 99-109).
  100. Šumskis, V., & Giedraitis, V. (2015). Economic implications of energy security in the short run. Ekonomika, 94(3), 119-138.
  101. Tang, J., Huang, K., & Xiong, A. (2025). Impact of digital transformation on corporate sustainability: Evidence from China’s carbon emissions. Energy Informatics, 8(1), 20. https://doi.org/10.1186/s42162-025-00479-8
  102. Thach, N. N. (2025). Which, renewable or non-renewable energy, is more vital for the economic growth of OECD countries? A Bayesian hierarchical analysis. Heliyon, 11(3). https://doi.org/10.1016/j.heliyon.2025.e42259
  103. Tolliver, C., Islam, M., Shin, K. J., & Managi, S. (2018). The impact of energy security risks on energy consumption. International Journal of Innovation and Sustainable Development, 12(3), 258-270. https://doi.org/10.1504/IJISD.2018.091522
  104. Török, L. (2024). The relationship between digital development and economic growth in the European Union. International Review of Applied Sciences and Engineering, 15(3), 375-389. https://doi.org/10.1504/IJISD.2018.091522
  105. United Nations Conference on Trade and Development (2024). Digital economy report 2024. https://unctad.org/publication/digital-economy-report-2024 (accessed date: 22.10.2025).
  106. Wang, B., Wang, J., Dong, K., & Dong, X. (2023). Is the digital economy conducive to the development of renewable energy in Asia? Energy Policy, 173, 113381. https://doi.org/10.1016/j.enpol.2022.113381
  107. Wang, Q., Cheng, X., & Li, R. (2025). Does the digital economy reduce carbon emissions? The role of technological innovation and trade openness. Energy & Environment, 36(4), 1670-1695. https://doi.org/10.1177/0958305X231196127
  108. Wang, Q., Li, C., & Li, R. (2023). Could the digital economy increase renewable energy and reduce carbon emissions? Empirical research on EKC in 67 countries. Environmental Science and Pollution Research, 30(31), 77150-77164. https://doi.org/10.1007/s11356-023-27806-4
  109. Wang, S., Zeng, J., & Liu, X. (2019). Examining the multiple impacts of technological progress on CO2 emissions in China: Apanel quantile regression approach. Renewable and Sustainable Energy Reviews, 103, 140-150. https://doi.org/10.1016/j.rser.2018.12.046
  110. World Bank (2025). World Development Indicators. https://databank.worldbank.org/source/world-development-indicators
  111. World Energy Council (2024). World energy issues monitor 2024. https://www.worldenergy.org/assets/downloads/Issues_Monitor_2024_-_Full_Report.pdf?v=1712662536
  112. Wu, H. X., & Yu, C. (2022). The impact of the digital economy on China’s economic growth and productivity performance. China Economic Journal, 15(2), 153-170. https://doi.org/10.1080/17538963.2022.2067689
  113. Xu, L., & Ullah, S. (2023). Evaluating the impacts of digitalization, financial efficiency, and education on renewable energy consumption: New evidence from China. Environmental Science and Pollution Research, 30(18), 53538-53547. https://doi.org/10.1007/s11356-023-25888-8
  114. Yi, J., Dai, S., Li, L., & Cheng, J. (2024). How does digital economy development affect renewable energy innovation?. Renewable and Sustainable Energy Reviews, 192, 114221. https://doi.org/10.1016/j.rser.2023.114221
  115. Zakari, A., & Oluwaseyi Musibau, H. (2024). Sustainable economic development in OECD countries: Does energy security matter? Sustainable Development, 32(1), 1337-1353. https://doi.org/10.1002/sd.2668
  116. Zhang, H., Feng, C., & Zhou, X. (2022). Going carbon-neutral in China: does the low-carbon city pilot policy improve carbon emission efficiency?. Sustainable Production and Consumption, 33, 312-329. https://doi.org/10.1016/j.spc.2022.07.002
  117. Zhang, Q., Wu, P., Li, R., & Chen, A. (2024). Digital transformation and economic growth Efficiency improvement in the Digital media era: Digitalization of industry or Digital industrialization?. International Review of Economics & Finance, 92, 667-677. https://doi.org/10.1016/j.iref.2024.02.010
  118. Zhao, D., Lin, J., & Bashir, M. A. (2024). Analyze the effect of energy efficiency, natural resources, and the digital economy on ecological footprint in OCED countries: The mediating role of renewable energy. Resources Policy, 95, 105198. https://doi.org/10.1016/j.resourpol.2024.105198
  119. Zhao, Z., Gozgor, G., Lau, M. C. K., Mahalik, M. K., Patel, G., & Khalfaoui, R. (2023). The impact of geopolitical risks on renewable energy demand in OECD countries. Energy Economics, 122, 106700. https://doi.org/10.1016/j.eneco.2023.106700
  120. Zheng, M., & Wong, C. Y. (2024). The impact of digital economy on renewable energy development in China. Innovation and Green Development, 3(1), 100094. https://doi.org/10.1016/j.igd.2023.100094
  121. Zhu, H., Duan, L., Guo, Y., & Yu, K. (2016). The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: Evidence from panel quantile regression. Economic Modelling, 58, 237-248. https://doi.org/10.1016/j.econmod.2016.05.003
  122. Our World in Data (2025). CO₂ emissions per capita. https://ourworldindata.org/grapher/co-emissions-per-capita?time=1750.2024&tab=line