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Toward sustainable climate action in advanced economies: Linking information communication technology, technological innovation, economic complexity, and ecological footprint

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  • Joshua Chukwuma Onwe
  • Solomon Prince Nathaniel
  • Mohd Arshad Ansari

Abstract

Information and communication technology (ICT), technological innovation, and renewable energy (REN) consumption have been proffered as solutions to the recent environmental tragedies in developed countries. In recent times, ICT diffusion and technological innovation have improved in G7 countries, but the same cannot be said of REN consumption. As such, this study examines the link between ICT, economic complexity, technological innovation, REN, and ecological footprint (EF) for G7 countries over the period 1990–2020. We use three variables (fixed telephone subscriptions [FTS], mobile cellular subscriptions [MCS], and individuals using the internet [IUI]) to represent ICT. The presence of cross‐sectional dependence guides the use of second‐generation econometric methods for slope heterogeneity, unit root, cointegration, and parameter estimation. The augment mean group (AMG) estimator and panel OLS techniques are applied to complement the method of moment quantile regression (MM‐QR) approach. The MM‐QR results suggest that REN consumption and technological innovation impede the EF across all quantile levels (0.1–0.9), whereas economic growth and economic complexity augment the EF in G7 countries. The ICT variables have heterogeneous effects on the EF, suggesting that the impact of ICT on the EF depends on the estimation techniques and proxy for the variable. In line with these outcomes, public policies directed toward funding technological innovation projects are recommended. The funding should specifically focus on environmentally friendly technologies that can guarantee complementarity between reduced environmental damage and increased economic growth.

Suggested Citation

  • Joshua Chukwuma Onwe & Solomon Prince Nathaniel & Mohd Arshad Ansari, 2025. "Toward sustainable climate action in advanced economies: Linking information communication technology, technological innovation, economic complexity, and ecological footprint," Natural Resources Forum, Blackwell Publishing, vol. 49(2), pages 1910-1930, May.
    • Handle: RePEc:wly:natres:v:49:y:2025:i:2:p:1910-1930
    DOI: 10.1111/1477-8947.12468
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    1. Najia Saqib & Ivan A. Duran & Ilhan Ozturk, 2023. "Unraveling the Interrelationship of Digitalization, Renewable Energy, and Ecological Footprints within the EKC Framework: Empirical Insights from the United States," Sustainability, MDPI, vol. 15(13), pages 1-21, July.
    2. Riza Radmehr & Samira Shayanmehr & Ernest Baba Ali & Elvis Kwame Ofori & Elżbieta Jasińska & Michał Jasiński, 2022. "Exploring the Nexus of Renewable Energy, Ecological Footprint, and Economic Growth through Globalization and Human Capital in G7 Economics," Sustainability, MDPI, vol. 14(19), pages 1-19, September.
    3. Olimpia Neagu & Mircea Constantin Teodoru, 2019. "The Relationship between Economic Complexity, Energy Consumption Structure and Greenhouse Gas Emission: Heterogeneous Panel Evidence from the EU Countries," Sustainability, MDPI, vol. 11(2), pages 1-29, January.
    4. Asif Khan & Wu Ximei, 2022. "Digital Economy and Environmental Sustainability: Do Information Communication and Technology (ICT) and Economic Complexity Matter?," IJERPH, MDPI, vol. 19(19), pages 1-21, September.
    5. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    6. 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.
    7. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    8. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    9. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    10. Romero, João P. & Gramkow, Camila, 2021. "Economic complexity and greenhouse gas emissions," World Development, Elsevier, vol. 139(C).
    11. repec:osf:socarx:4m27y_v1 is not listed on IDEAS
    12. Abdul Rauf & Najabat Ali & Muhammad Nauman Sadiq & Saira Abid & Shahzad Afzal Kayani & Abid Hussain, 2023. "Foreign Direct Investment, Technological Innovations, Energy Use, Economic Growth, and Environmental Sustainability Nexus: New Perspectives in BRICS Economies," Sustainability, MDPI, vol. 15(18), pages 1-18, September.
    13. Dehghan Shabani, Zahra & Shahnazi, Rouhollah, 2019. "Energy consumption, carbon dioxide emissions, information and communications technology, and gross domestic product in Iranian economic sectors: A panel causality analysis," Energy, Elsevier, vol. 169(C), pages 1064-1078.
    14. Magazzino, Cosimo & Alola, Andrew Adewale & Schneider, Nicolas, 2021. "The trilemma of innovation, logistics performance, and environmental quality in 25 topmost logistics countries: a quantile regression evidence," LSE Research Online Documents on Economics 117654, London School of Economics and Political Science, LSE Library.
    15. Chandio, Abbas Ali & Dash, Devi Prasad & Nathaniel, Solomon Prince & Sargani, Ghulam Raza & Jiang, Yuansheng, 2023. "Mitigation pathways towards climate change: Modelling the impact of climatological factors on wheat production in top six regions of China," Ecological Modelling, Elsevier, vol. 481(C).
    16. Magdalena Radulescu & Daniel Balsalobre-Lorente & Foday Joof & Ahmed Samour & Turgut Türsoy, 2022. "Exploring the Impacts of Banking Development, and Renewable Energy on Ecological Footprint in OECD: New Evidence from Method of Moments Quantile Regression," Energies, MDPI, vol. 15(24), pages 1-14, December.
    17. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    18. Nattapan Kongbuamai & Quocviet Bui & Festus Fatai Adedoyin & Festus Victor Bekun, 2023. "Developing environmental policy framework for sustainable development in Next-11 countries: the impacts of information and communication technology and urbanization on the ecological footprint," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(10), pages 11307-11335, October.
    19. Sharif, Arshian & Raza, Syed Ali & Ozturk, Ilhan & Afshan, Sahar, 2019. "The dynamic relationship of renewable and nonrenewable energy consumption with carbon emission: A global study with the application of heterogeneous panel estimations," Renewable Energy, Elsevier, vol. 133(C), pages 685-691.
    20. Busayo Victor Osuntuyi & Hooi Hooi Lean, 2023. "Environmental degradation, economic growth, and energy consumption: The role of education," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(2), pages 1166-1177, April.
    21. Perekunah B. Eregha & Solomon P. Nathaniel & Xuan Vinh Vo, 2023. "Economic growth, environmental regulations, energy use, and ecological footprint linkage in the Next-11 countries: Implications for environmental sustainability," Energy & Environment, , vol. 34(5), pages 1327-1347, August.
    22. Nathaniel, Solomon Prince & Yalçiner, Kürşat & Bekun, Festus Victor, 2021. "Assessing the environmental sustainability corridor: Linking natural resources, renewable energy, human capital, and ecological footprint in BRICS," Resources Policy, Elsevier, vol. 70(C).
    23. Andrew Adewale Alola & Nihat Doganalp & Hephzibah Onyeje Obekpa, 2023. "The influence of renewable energy and economic freedom aspects on ecological sustainability in the G7 countries," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(2), pages 716-727, April.
    24. Zahoor Ahmed & Mahmood Ahmad & Husam Rjoub & Olga A. Kalugina & Nazim Hussain, 2022. "Economic growth, renewable energy consumption, and ecological footprint: Exploring the role of environmental regulations and democracy in sustainable development," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(4), pages 595-605, August.
    25. Hassan, Syed Tauseef & Batool, Bushra & Wang, Ping & Zhu, Bangzhu & Sadiq, Muhammad, 2023. "Impact of economic complexity index, globalization, and nuclear energy consumption on ecological footprint: First insights in OECD context," Energy, Elsevier, vol. 263(PA).
    26. Lan Khanh Chu, 2021. "Economic structure and environmental Kuznets curve hypothesis: new evidence from economic complexity," Applied Economics Letters, Taylor & Francis Journals, vol. 28(7), pages 612-616, April.
    27. Ali, Mumtaz & Joof, Foday & Samour, Ahmed & Tursoy, Turgut & Balsalobre-Lorente, Daniel & Radulescu, Magdalena, 2023. "Testing the impacts of renewable energy, natural resources rent, and technological innovation on the ecological footprint in the USA: Evidence from Bootstrapping ARDL," Resources Policy, Elsevier, vol. 86(PA).
    28. Murad, Wahid & Alam, Md. Mahmudul & Noman, Abu Hanifa Md. & OZTURK, Ilhan, 2019. "Dynamics Of Technological Innovation, Energy Consumption, Energy Price And Economic Growth In Denmark," SocArXiv 4m27y, Center for Open Science.
    29. Jun, Wen & Mughal, Nafeesa & Zhao, Jin & Shabbir, Malik Shahzad & Niedbała, Gniewko & Jain, Vipin & Anwar, Ahsan, 2021. "Does globalization matter for environmental degradation? Nexus among energy consumption, economic growth, and carbon dioxide emission," Energy Policy, Elsevier, vol. 153(C).
    30. Fakher, Hossein Ali & Ahmed, Zahoor & Acheampong, Alex O. & Nathaniel, Solomon Prince, 2023. "Renewable energy, nonrenewable energy, and environmental quality nexus: An investigation of the N-shaped Environmental Kuznets Curve based on six environmental indicators," Energy, Elsevier, vol. 263(PA).
    31. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    32. Zhang, Qianxiao & Shah, Syed Ale Raza & Yang, Ling, 2022. "Modeling the effect of disaggregated renewable energies on ecological footprint in E5 economies: Do economic growth and R&D matter?," Applied Energy, Elsevier, vol. 310(C).
    33. AlNemer, Hashem A. & Hkiri, Besma & Tissaoui, Kais, 2023. "Dynamic impact of renewable and non-renewable energy consumption on CO2 emission and economic growth in Saudi Arabia: Fresh evidence from wavelet coherence analysis," Renewable Energy, Elsevier, vol. 209(C), pages 340-356.
    34. Tayyaba Rani & Feng Wang & Fawad Rauf & Qurat ul Ain & Hamid Ali, 2023. "Linking personal remittance and fossil fuels energy consumption to environmental degradation: evidence from all SAARC countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(8), pages 8447-8468, August.
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