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Financial and Technological Drivers of Sustainable Development: The Role of Communication Technology, Financial Efficiency and Education in BRICS

Author

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  • Wang Xing

    (Economic and Management Department, Hunan Industry Polytechnic College, Yueyang City 410007, China)

  • Ali Imran

    (Center for Socio-Economic Development Research, Lahore City 54792, Pakistan)

Abstract

A clean environment enhances well-being and drives economic growth. BRICS nations aim to cut emissions while sustaining growth, aligning with global sustainability goals. Their strong economic progress underscores the need to explore the links between communication technology, financial efficiency, education, and renewable energy consumption (RENC). Therefore, to analyze these dynamics, this study examines data spanning from 1990 to 2020 using a rigorous methodological framework. Initially, model selection was guided by AIC and BIC criteria by ensuring optimal model fit. Furthermore, multicollinearity was assessed using the Variance Inflation Factor (VIF), while heteroscedasticity and autocorrelation issues were tested through the Breusch–Pagan Test and the Ljung–Box Test, respectively. Additionally, cross-sectional dependence (CSD) was checked, followed by stationarity analysis using the second-generation CIPS. The Westerlund Cointegration Test was employed to confirm long-run relationships. As a final preliminary test, the study uses the Hausman test for selection of the appropriate model specification. Subsequently, the PMG-ARDL approach was utilized to examine both short- and long-term dynamics. The findings reveal a significant negative relationship between RENC, Gross Domestic Product (GDP), and CO 2 emissions. Conversely, RENC exhibits a strong positive association with education (EDUC), information and communication technology (IACT), the financial markets efficiency index (FMEI), and the financial institutions efficiency index (FIEI). Finally, the robustness of the PMG-ARDL results was validated through advanced techniques, including Fully Modified OLS (FMOLS) and the Generalized Method of Moments (GMM), reinforcing the reliability of the findings. The study offers valuable policy recommendations to support sustainable development in BRICS nations.

Suggested Citation

  • Wang Xing & Ali Imran, 2025. "Financial and Technological Drivers of Sustainable Development: The Role of Communication Technology, Financial Efficiency and Education in BRICS," Sustainability, MDPI, vol. 17(5), pages 1-27, March.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:5:p:2326-:d:1607048
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    References listed on IDEAS

    as
    1. Dulal, Hari Bansha & Shah, Kalim U. & Sapkota, Chandan & Uma, Gengaiah & Kandel, Bibek R., 2013. "Renewable energy diffusion in Asia: Can it happen without government support?," Energy Policy, Elsevier, vol. 59(C), pages 301-311.
    2. Dusonchet, Luigi & Telaretti, Enrico, 2010. "Economic analysis of different supporting policies for the production of electrical energy by solar photovoltaics in eastern European Union countries," Energy Policy, Elsevier, vol. 38(8), pages 4011-4020, August.
    3. Paramati, Sudharshan Reddy & Ummalla, Mallesh & Apergis, Nicholas, 2016. "The effect of foreign direct investment and stock market growth on clean energy use across a panel of emerging market economies," Energy Economics, Elsevier, vol. 56(C), pages 29-41.
    4. Ji, Qiang & Zhang, Dayong, 2019. "How much does financial development contribute to renewable energy growth and upgrading of energy structure in China?," Energy Policy, Elsevier, vol. 128(C), pages 114-124.
    5. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    6. Tamazian, Artur & Bhaskara Rao, B., 2010. "Do economic, financial and institutional developments matter for environmental degradation? Evidence from transitional economies," Energy Economics, Elsevier, vol. 32(1), pages 137-145, January.
    7. Razmi, Seyedeh Fatemeh & Ramezanian Bajgiran, Bahareh & Behname, Mehdi & Salari, Taghi Ebrahimi & Razmi, Seyed Mohammad Javad, 2020. "The relationship of renewable energy consumption to stock market development and economic growth in Iran," Renewable Energy, Elsevier, vol. 145(C), pages 2019-2024.
    8. Zafar, Muhammad Wasif & Shahbaz, Muhammad & Sinha, Avik & Sengupta, Tuhin & Qin, Quande, 2020. "How Renewable Energy Consumption Contribute to Environmental Quality? The Role of Education in OECD Countries," MPRA Paper 100259, University Library of Munich, Germany, revised 08 May 2020.
    9. Zafar, Muhammad Wasif & Zaidi, Syed Anees Haider & Mansoor, Sadia & Sinha, Avik & Qin, Quande, 2022. "ICT and education as determinants of environmental quality: The role of financial development in selected Asian countries," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    10. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    11. Alam Hossain Mondal, Md. & Kamp, Linda M. & Pachova, Nevelina I., 2010. "Drivers, barriers, and strategies for implementation of renewable energy technologies in rural areas in Bangladesh--An innovation system analysis," Energy Policy, Elsevier, vol. 38(8), pages 4626-4634, August.
    12. Lisha, Liu & Mousa, Saeed & Arnone, Gioia & Muda, Iskandar & Huerta-Soto, Rosario & Shiming, Zhai, 2023. "Natural resources, green innovation, fintech, and sustainability: A fresh insight from BRICS," Resources Policy, Elsevier, vol. 80(C).
    13. Saud, Shah & Haseeb, Abdul & Haider Zaidi, Syed Anees & Khan, Irfan & Li, Huiyun, 2024. "Moving towards green growth? Harnessing natural resources and economic complexity for sustainable development through the lens of the N-shaped EKC framework for the European Union," Resources Policy, Elsevier, vol. 91(C).
    14. Uzar, Umut, 2020. "Political economy of renewable energy: Does institutional quality make a difference in renewable energy consumption?," Renewable Energy, Elsevier, vol. 155(C), pages 591-603.
    15. Gozgor, Giray & Lau, Chi Keung Marco & Lu, Zhou, 2018. "Energy consumption and economic growth: New evidence from the OECD countries," Energy, Elsevier, vol. 153(C), pages 27-34.
    16. Dusonchet, Luigi & Telaretti, Enrico, 2010. "Economic analysis of different supporting policies for the production of electrical energy by solar photovoltaics in western European Union countries," Energy Policy, Elsevier, vol. 38(7), pages 3297-3308, July.
    17. Anton, Sorin Gabriel & Afloarei Nucu, Anca Elena, 2020. "The effect of financial development on renewable energy consumption. A panel data approach," Renewable Energy, Elsevier, vol. 147(P1), pages 330-338.
    18. Best, Rohan, 2017. "Switching towards coal or renewable energy? The effects of financial capital on energy transitions," Energy Economics, Elsevier, vol. 63(C), pages 75-83.
    19. Shobande, Olatunji A. & Asongu, Simplice A., 2022. "The Critical Role of Education and ICT in Promoting Environmental Sustainability in Eastern and Southern Africa: A Panel VAR Approach," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    20. Sinha, Avik & Sengupta, Tuhin & Alvarado, Rafael, 2020. "Interplay between Technological Innovation and Environmental Quality: Formulating the SDG Policies for Next 11 Economies," MPRA Paper 104247, University Library of Munich, Germany, revised 2020.
    21. Shahbaz, Muhammad & Topcu, Betül Altay & Sarıgül, Sevgi Sümerli & Vo, Xuan Vinh, 2021. "The effect of financial development on renewable energy demand: The case of developing countries," Renewable Energy, Elsevier, vol. 178(C), pages 1370-1380.
    22. Buhari Doğan & Oana M. Driha & Daniel Balsalobre Lorente & Umer Shahzad, 2021. "The mitigating effects of economic complexity and renewable energy on carbon emissions in developed countries," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(1), pages 1-12, January.
    23. Ferrer, Román & Shahzad, Syed Jawad Hussain & López, Raquel & Jareño, Francisco, 2018. "Time and frequency dynamics of connectedness between renewable energy stocks and crude oil prices," Energy Economics, Elsevier, vol. 76(C), pages 1-20.
    24. Joakim Westerlund, 2005. "New Simple Tests for Panel Cointegration," Econometric Reviews, Taylor & Francis Journals, vol. 24(3), pages 297-316.
    25. Marius-Corneliu Marinaș & Marin Dinu & Aura-Gabriela Socol & Cristian Socol, 2018. "Renewable energy consumption and economic growth. Causality relationship in Central and Eastern European countries," PLOS ONE, Public Library of Science, vol. 13(10), pages 1-29, October.
    26. Katsuya Ito, 2017. "CO2 emissions, renewable and non-renewable energy consumption, and economic growth: Evidence from panel data for developing countries," International Economics, CEPII research center, issue 151, pages 1-6.
    27. Zafar, Muhammad Wasif & Sinha, Avik & Ahmed, Zahoor & Qin, Quande & Zaidi, Syed Anees Haider, 2021. "Effects of biomass energy consumption on environmental quality: The role of education and technology in Asia-Pacific Economic Cooperation countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 142(C).
    28. Ghazouani, Tarek, 2022. "Dynamic impact of globalization on renewable energy consumption: Non-parametric modelling evidence," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    29. Bildirici, Melike E. & Turkmen, Ceren, 2015. "Nonlinear causality between oil and precious metals," Resources Policy, Elsevier, vol. 46(P2), pages 202-211.
    30. Tang, Chor Foon & Abosedra, Salah & Naghavi, Navaz, 2021. "Does the quality of institutions and education strengthen the quality of the environment? Evidence from a global perspective," Energy, Elsevier, vol. 218(C).
    31. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    32. Ito, Katsuya, 2017. "CO2 emissions, renewable and non-renewable energy consumption, and economic growth: Evidence from panel data for developing countries," International Economics, Elsevier, vol. 151(C), pages 1-6.
    33. Willis, Ken & Scarpa, Riccardo & Gilroy, Rose & Hamza, Neveen, 2011. "Renewable energy adoption in an ageing population: Heterogeneity in preferences for micro-generation technology adoption," Energy Policy, Elsevier, vol. 39(10), pages 6021-6029, October.
    34. Shah, Muhammad Ibrahim & AbdulKareem, Hauwah K.K. & Zulfiqar khan, & Abbas, Shujaat, 2022. "Examining the agriculture induced Environmental Kuznets Curve hypothesis in BRICS economies: The role of renewable energy as a moderator," Renewable Energy, Elsevier, vol. 198(C), pages 343-351.
    35. Xin, Liguo & Ahmad, Manzoor & Khattak, Shoukat Iqbal, 2023. "Impact of innovation in hybrid electric vehicles-related technologies on carbon dioxide emissions in the 15 most innovative countries," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
    36. Lichao Wu & David C. Broadstock, 2015. "Does economic, financial and institutional development matter for renewable energy consumption? Evidence from emerging economies," International Journal of Economic Policy in Emerging Economies, Inderscience Enterprises Ltd, vol. 8(1), pages 20-39.
    37. Moyer, Jonathan D. & Hughes, Barry B., 2012. "ICTs: Do they contribute to increased carbon emissions?," Technological Forecasting and Social Change, Elsevier, vol. 79(5), pages 919-931.
    38. Steffen, Bjarne, 2018. "The importance of project finance for renewable energy projects," Energy Economics, Elsevier, vol. 69(C), pages 280-294.
    39. Hassani, Hossein & Yeganegi, Mohammad Reza, 2020. "Selecting optimal lag order in Ljung–Box test," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 541(C).
    40. repec:bla:obuest:v:61:y:1999:i:0:p:631-52 is not listed on IDEAS
    41. Acheampong, Alex O., 2018. "Economic growth, CO2 emissions and energy consumption: What causes what and where?," Energy Economics, Elsevier, vol. 74(C), pages 677-692.
    42. Kim, Jeayoon & Park, Kwangwoo, 2016. "Financial development and deployment of renewable energy technologies," Energy Economics, Elsevier, vol. 59(C), pages 238-250.
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