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ICT-Driven Strategies for Enhancing Energy Efficiency in G20 Economies: Moderating the Role of Governance in Achieving Environmental Sustainability

Author

Listed:
  • Zohaib Zahid

    (School of Finance and Economics, Jiangsu University, Zhenjiang 212013, China)

  • Jijian Zhang

    (School of Finance and Economics, Jiangsu University, Zhenjiang 212013, China)

  • Chongyan Gao

    (Business School, University of International Business and Economics, Beijing 100029, China)

  • Judit Oláh

    (Faculty of Economics and Business, University of Debrecen, 4032 Debrecen, Hungary
    Department of Management, Faculty of Applied Sciences, WSB University, 41-300 Dąbrowa Górnicza, Poland
    College of Business and Economics, University of Johannesburg, Johannesburg 2006, South Africa)

Abstract

Achieving environmental sustainability has become a global priority, with energy efficiency (EE) emerging as a critical pathway. This study examines the influence of information and communication technology service exports (ICT) on EE by integrating the moderating role of regulatory quality. We employ a super-slack-based measure (Super-SBM) and generalized least squares models in G20 economies throughout 2001–2023. The findings show that the average EE is 0.855, which indicates a potential for further improvement of 14.50%. The findings further show that ICT is positively related to EE, and regulatory quality delivers a conducive environment for the adoption of technologies to optimize energy usage. The findings also indicate a synergistic effect between ICT and regulatory quality, which can lead to substantial improvements in EE, emphasizing the importance of governance in facilitating technological advancements. The findings highlight the role of renewable energy and economic openness in shaping EE. Furthermore, Argentina and South Africa achieved the highest EE, reflecting their proximity to the efficient frontier. In robust tests, this study verifies its results using the generalized method of moments, panel-corrected standard error, and feasible generalized least squares models. The findings suggest that ICT and governance perspectives can provide valuable insights for policymakers aiming to enhance energy sustainability through digital transformation and institutional reforms.

Suggested Citation

  • Zohaib Zahid & Jijian Zhang & Chongyan Gao & Judit Oláh, 2025. "ICT-Driven Strategies for Enhancing Energy Efficiency in G20 Economies: Moderating the Role of Governance in Achieving Environmental Sustainability," Energies, MDPI, vol. 18(3), pages 1-22, February.
  • Handle: RePEc:gam:jeners:v:18:y:2025:i:3:p:685-:d:1582158
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    References listed on IDEAS

    as
    1. Ofori, Isaac K. & Gbolonyo, Emmanuel & Ojong, Nathanael, 2022. "Towards Inclusive Green Growth in Africa: Critical energy efficiency synergies and governance thresholds," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 365, pages 1-48.
    2. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2003. "Instrumental variables and GMM: Estimation and testing," Stata Journal, StataCorp LLC, vol. 3(1), pages 1-31, March.
    3. Arthur Mickoleit, 2010. "Greener and Smarter: ICTs, the Environment and Climate Change," OECD Green Growth Papers 2010/1, OECD Publishing.
    4. Valentyna Kukharets & Rasa Čingiene & Dalia Juočiūnienė & Savelii Kukharets & Egidijus Blažauskas & Szymon Szufa & Andrii Muzychenko & Svitlana Beleі & Nazar Lahodyn & Taras Hutsol, 2024. "Regression Analysis of the Impact of Foreign Direct Investments, Adjusted Net Savings, and Environmental Tax Revenues on the Consumption of Renewable Energy Sources in EU Countries," Energies, MDPI, vol. 17(17), pages 1-14, September.
    5. Xiujian Chen & Shu Lin & W. Robert Reed, 2010. "A Monte Carlo evaluation of the efficiency of the PCSE estimator," Applied Economics Letters, Taylor & Francis Journals, vol. 17(1), pages 7-10, January.
    6. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    7. Wang, Zhao-Hua & Zeng, Hua-Lin & Wei, Yi-Ming & Zhang, Yi-Xiang, 2012. "Regional total factor energy efficiency: An empirical analysis of industrial sector in China," Applied Energy, Elsevier, vol. 97(C), pages 115-123.
    8. Drago, Carlo & Gatto, Andrea, 2022. "Policy, regulation effectiveness, and sustainability in the energy sector: A worldwide interval-based composite indicator," Energy Policy, Elsevier, vol. 167(C).
    9. Marina A. Nevskaya & Semen M. Raikhlin & Victoriya V. Vinogradova & Victor V. Belyaev & Mark M. Khaikin, 2023. "A Study of Factors Affecting National Energy Efficiency," Energies, MDPI, vol. 16(13), pages 1-14, July.
    10. Wen, Jun & Okolo, Chukwuemeka Valentine & Ugwuoke, Ifeanyi Celestine & Kolani, Kibir, 2022. "Research on influencing factors of renewable energy, energy efficiency, on technological innovation. Does trade, investment and human capital development matter?," Energy Policy, Elsevier, vol. 160(C).
    11. Pan, Junyu & Cifuentes-Faura, Javier & Zhao, Xin & Liu, Xiaoqian, 2024. "Unlocking the impact of digital technology progress and entry dynamics on firm's total factor productivity in Chinese industries," Global Finance Journal, Elsevier, vol. 60(C).
    12. Mohamed H. Elmagrhi & Collins G. Ntim & Ahmed A. Elamer & Qingjing Zhang, 2019. "A study of environmental policies and regulations, governance structures, and environmental performance: The role of female directors," Business Strategy and the Environment, Wiley Blackwell, vol. 28(1), pages 206-220, January.
    13. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    14. Diby Francois Kassi & Yao Li & Zhankui Dong, 2023. "The mitigating effect of governance quality on the finance‐renewable energy‐growth nexus: Some international evidence," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 316-354, January.
    15. Phoebe Koundouri & Angelos Alamanos & Stathis Devves & Conrad Landis & Kostantinos Dellis, 2024. "Innovations for Holistic and Sustainable Transitions," Energies, MDPI, vol. 17(20), pages 1-16, October.
    16. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    17. Peyrache, Antonio & Rose, Christiern & Sicilia, Gabriela, 2020. "Variable selection in Data Envelopment Analysis," European Journal of Operational Research, Elsevier, vol. 282(2), pages 644-659.
    18. Katarzyna Chudy-Laskowska & Tomasz Pisula, 2022. "An Analysis of the Use of Energy from Conventional Fossil Fuels and Green Renewable Energy in the Context of the European Union’s Planned Energy Transformation," Energies, MDPI, vol. 15(19), pages 1-23, October.
    19. repec:reg:rpubli:194 is not listed on IDEAS
    20. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    21. Neves, Sónia Almeida & Marques, António Cardoso & Patrício, Margarida, 2020. "Determinants of CO2 emissions in European Union countries: Does environmental regulation reduce environmental pollution?," Economic Analysis and Policy, Elsevier, vol. 68(C), pages 114-125.
    22. M. Hashem Pesaran, 2015. "Testing Weak Cross-Sectional Dependence in Large Panels," Econometric Reviews, Taylor & Francis Journals, vol. 34(6-10), pages 1089-1117, December.
    23. liu, Dong & Tian, Yulin & Son, SangBum, 2023. "Do ICT service exports and energy imports determine natural resource sustainability?," Resources Policy, Elsevier, vol. 85(PB).
    24. Sinha, Avik, 2018. "Impact of ICT exports and internet usage on carbon emissions: A case of OECD countries," MPRA Paper 100360, University Library of Munich, Germany, revised 2018.
    25. Appiah-Otoo, Isaac & Chen, Xudong & Ampah, Jeffrey Dankwa, 2023. "Does financial structure affect renewable energy consumption? Evidence from G20 countries," Energy, Elsevier, vol. 272(C).
    26. Sun, Huaping & Edziah, Bless Kofi & Sun, Chuanwang & Kporsu, Anthony Kwaku, 2019. "Institutional quality, green innovation and energy efficiency," Energy Policy, Elsevier, vol. 135(C).
    27. Futian Weng & Dongsheng Cheng & Muni Zhuang & Xin Lu & Cai Yang, 2024. "The effects of governance quality on renewable and nonrenewable energy consumption: An explainable decision frame," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 43(6), pages 2146-2162, September.
    28. Elfarra, Barakat & Yasmeen, Rizwana & Shah, Wasi Ul Hassan, 2024. "The impact of energy security, energy mix, technological advancement, trade openness, and political stability on energy efficiency: Evidence from Arab countries," Energy, Elsevier, vol. 295(C).
    29. Wintoki, M. Babajide & Linck, James S. & Netter, Jeffry M., 2012. "Endogeneity and the dynamics of internal corporate governance," Journal of Financial Economics, Elsevier, vol. 105(3), pages 581-606.
    30. Umair Kashif & Junguo Shi & Snovia Naseem & Shanshan Dou & Zohaib Zahid, 2024. "ICT service exports and CO2 emissions in OECD countries: the moderating effect of regulatory quality," Economic Change and Restructuring, Springer, vol. 57(3), pages 1-17, June.
    31. Sainan Zhao & Yichao Zhang & Huma Iftikhar & Atta Ullah & Jie Mao & Tiantian Wang, 2022. "Dynamic Influence of Digital and Technological Advancement on Sustainable Economic Growth in Belt and Road Initiative (BRI) Countries," Sustainability, MDPI, vol. 14(23), pages 1-16, November.
    32. Filippi, Emilia & Bannò, Mariasole & Trento, Sandro, 2023. "Automation technologies and their impact on employment: A review, synthesis and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    33. Philip Andrews-Speed & Xunpeng Shi, 2016. "What Role Can the G20 Play in Global Energy Governance? Implications for China's Presidency," Global Policy, London School of Economics and Political Science, vol. 7(2), pages 198-206, May.
    34. Zakari, Abdulrasheed & Khan, Irfan & Tan, Duojiao & Alvarado, Rafael & Dagar, Vishal, 2022. "Energy efficiency and sustainable development goals (SDGs)," Energy, Elsevier, vol. 239(PE).
    35. Most. Asikha Aktar & Al-Amrani Khadeem Ali Dhahi & Usman Abdullahi, 2024. "Advancing Sustainable Development through the lens of Energy Efficiency: A Systematic Literature Review," International Journal of Energy Economics and Policy, Econjournals, vol. 14(5), pages 168-180, September.
    36. Wang, Lianghu & Shao, Jun, 2024. "The energy saving effects of digital infrastructure construction: Empirical evidence from Chinese industry," Energy, Elsevier, vol. 294(C).
    37. Boucar Diouf & Ekra Miezan, 2024. "Unlocking the Technology Potential for Universal Access to Clean Energy in Developing Countries," Energies, MDPI, vol. 17(6), pages 1-18, March.
    38. Mihaela Simionescu & Wadim Strielkowski & Manuela Tvaronavičienė, 2020. "Renewable Energy in Final Energy Consumption and Income in the EU-28 Countries," Energies, MDPI, vol. 13(9), pages 1-18, May.
    39. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    40. Cubbin, John & Stern, John, 2005. "Regulatory effectiveness and the empirical impact of variations in regulatory governance - electricity industry capacity and efficiency in developing countries," Policy Research Working Paper Series 3535, The World Bank.
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