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From digitalization to renewable energy: How the tech-energy connection drives the green energy in belt and road countries

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  • Bingxin, Wang
  • Qamri, Ghulam Muhammad
  • Hui, Guo
  • Ameer, Waqar
  • Majeed, Muhammad Ansar

Abstract

Sustainable economic development is the need of the current era which is not possible without the environment friendly energy consumption. Digitalization which is the major part of economic life also has a major role in determining the level of clean energy in an economy. Therefore, this study investigates the nonlinear relationship between digitalization and renewable energy consumption with particular focus on the role of human capital as a moderating factor. This study has developed a panel of the countries that are part of the One Belt One Road project from 1996 to 2019. The results of augmented system GMM show that, initially, digitalization adversely effects the renewable energy consumption, however; after specific threshold value, the impact of digitalization convert from adverse to beneficial for the renewable energy development. This study also shows that human that capital moderates the relationship between digitalization and renewable energy in a positive way showing a good human capital helps countries to early ending the negative impact of digitalization on renewable energy. The study also offers the policy implications that BRI countries should set energy efficiency standards for digital infrastructures, offer incentives for green data centers and simultaneously invest in human capital development.

Suggested Citation

  • Bingxin, Wang & Qamri, Ghulam Muhammad & Hui, Guo & Ameer, Waqar & Majeed, Muhammad Ansar, 2025. "From digitalization to renewable energy: How the tech-energy connection drives the green energy in belt and road countries," Energy Economics, Elsevier, vol. 144(C).
    • Handle: RePEc:eee:eneeco:v:144:y:2025:i:c:s0140988325001471
    DOI: 10.1016/j.eneco.2025.108324
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    as
    1. 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.
    2. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    3. Qamri, Ghulam Muhammad & Sheng, Bin & Adeel-Farooq, Rana Muhammad & Alam, Gazi Mahabubul, 2022. "The criticality of FDI in Environmental Degradation through financial development and economic growth: Implications for promoting the green sector," Resources Policy, Elsevier, vol. 78(C).
    4. Verbong, Geert P.J. & Beemsterboer, Sjouke & Sengers, Frans, 2013. "Smart grids or smart users? Involving users in developing a low carbon electricity economy," Energy Policy, Elsevier, vol. 52(C), pages 117-125.
    5. Wang, Shuguang & Sun, Luang & Iqbal, Sajid, 2022. "Green financing role on renewable energy dependence and energy transition in E7 economies," Renewable Energy, Elsevier, vol. 200(C), pages 1561-1572.
    6. Cortade, Thomas & Poudou, Jean-Christophe, 2022. "Peer-to-peer energy platforms: Incentives for prosuming," Energy Economics, Elsevier, vol. 109(C).
    7. Aditya Pandey & Pramod Pandey & Jaya Shankar Tumuluru, 2022. "Solar Energy Production in India and Commonly Used Technologies—An Overview," Energies, MDPI, vol. 15(2), pages 1-26, January.
    8. Rivera-Basques, Luisa & Duarte, Rosa & Sánchez-Chóliz, Julio, 2021. "Unequal ecological exchange in the era of global value chains: The case of Latin America," Ecological Economics, Elsevier, vol. 180(C).
    9. Yael Parag & Benjamin K. Sovacool, 2016. "Electricity market design for the prosumer era," Nature Energy, Nature, vol. 1(4), pages 1-6, April.
    10. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    11. Dan Andrews & Alain de Serres, 2012. "Intangible Assets, Resource Allocation and Growth: A Framework for Analysis," OECD Economics Department Working Papers 989, OECD Publishing.
    12. Peters, Michael & Schneider, Malte & Griesshaber, Tobias & Hoffmann, Volker H., 2012. "The impact of technology-push and demand-pull policies on technical change – Does the locus of policies matter?," Research Policy, Elsevier, vol. 41(8), pages 1296-1308.
    13. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    14. Sebastian Kripfganz, 2019. "Generalized method of moments estimation of linear dynamic panel-data models," London Stata Conference 2019 17, Stata Users Group.
    15. Balali, Yasaman & Stegen, Sascha, 2021. "Review of energy storage systems for vehicles based on technology, environmental impacts, and costs," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    16. Li, Xiang & Lepour, Dorsan & Heymann, Fabian & Maréchal, François, 2023. "Electrification and digitalization effects on sectoral energy demand and consumption: A prospective study towards 2050," Energy, Elsevier, vol. 279(C).
    17. Marques, António Cardoso & Fuinhas, José Alberto, 2012. "Are public policies towards renewables successful? Evidence from European countries," Renewable Energy, Elsevier, vol. 44(C), pages 109-118.
    18. Singh, Mukesh Kumar & Malek, Javed & Sharma, Harish Kumar & Kumar, Rahul, 2024. "Converting the threats of fossil fuel-based energy generation into opportunities for renewable energy development in India," Renewable Energy, Elsevier, vol. 224(C).
    19. Sovacool, Benjamin K. & Hirsh, Richard F., 2009. "Beyond batteries: An examination of the benefits and barriers to plug-in hybrid electric vehicles (PHEVs) and a vehicle-to-grid (V2G) transition," Energy Policy, Elsevier, vol. 37(3), pages 1095-1103, March.
    20. Yu, Yubing & Zhang, Justin Zuopeng & Cao, Yanhong & Kazancoglu, Yigit, 2021. "Intelligent transformation of the manufacturing industry for Industry 4.0: Seizing financial benefits from supply chain relationship capital through enterprise green management," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    21. Bossink, Bart, 2020. "Learning strategies in sustainable energy demonstration projects: What organizations learn from sustainable energy demonstrations," Renewable and Sustainable Energy Reviews, Elsevier, vol. 131(C).
    22. Hebin Shen & Syed Ahtsham Ali & Majed Alharthi & Ali Shan Shah & Abdul Basit Khan & Qaiser Abbas & Saeed ur Rahman, 2021. "Carbon-Free Energy and Sustainable Environment: The Role of Human Capital and Technological Revolutions in Attaining SDGs," Sustainability, MDPI, vol. 13(5), pages 1-17, March.
    23. Zhao, Qian & Wang, Lu & Stan, Sebastian-Emanuel & Mirza, Nawazish, 2024. "Can artificial intelligence help accelerate the transition to renewable energy?," Energy Economics, Elsevier, vol. 134(C).
    24. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    25. Qamri, Ghulam Muhammad & Bin, Sheng & Sanchuan, Li & Hui, Guo, 2025. "Unveiling Sustainable Mineral Resources Extraction, foreign direct Investment, Technology Advancement nexus: Evidence from BRICS countries," Resources Policy, Elsevier, vol. 100(C).
    26. Saia, Artjom, 2023. "Digitalization and CO2 emissions: Dynamics under R&D and technology innovation regimes," Technology in Society, Elsevier, vol. 74(C).
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