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Exploring aggregated and disaggregated environmental impacts of biofuels: Do affluence, green technological innovation and green finance matter for top biofuel-abundant economies?

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  • Yuan Qi
  • Ridwan Lanre Ibrahim
  • Mamdouh Abdulaziz Saleh Al-Faryan

Abstract

The unceasing ravaging effects of global warming have made the world rethink the choice of energy consumption, with policymakers pushing for an unconditional transition to sustainable energy believed to be eco-friendly. Although studies have emerged with a view to unravel the path to global environmental sustainability, the paths of biofuels remain scantly investigated. Hence, this study presented the maiden empirical support for the aggregated and disaggregated impacts of biofuels on environmental sustainability in five top biofuel-abundant economies (Brazil, China, Germany, Indonesia, and the United States) from 1995 to 2019. The papers add to the existing knowledge by considering the roles of green technological innovation (proxied by environmental-related technologies), affluence, green finance, population and coal in a novel STIRPAT framework. The stated model is empirically verified based on recent techniques encompassing CS-ARDL, CCEMG, AMG, and MMQR. The empirical results uncover that both effects of biofuels substantially moderate carbon emissions, thus paving the way for environmental sustainability. Besides, environmental-related technologies and green finance significantly mitigate carbon emissions, whereas affluence, population, and coal positively drive carbon emissions. The empirical regularity of the main estimators is confirmed based on the feedback from MMQR which uphold the validity of biofuels in mitigating carbon emissions at different quantiles. The outcomes of the causality analysis uncover unidirectional, bidirectional and non-causal nexuses. Policy insights that promote sustainable exploration of biofuels for achieving a carbon-neutral environment are exposited following the findings.

Suggested Citation

  • Yuan Qi & Ridwan Lanre Ibrahim & Mamdouh Abdulaziz Saleh Al-Faryan, 2025. "Exploring aggregated and disaggregated environmental impacts of biofuels: Do affluence, green technological innovation and green finance matter for top biofuel-abundant economies?," Energy & Environment, , vol. 36(1), pages 291-322, February.
  • Handle: RePEc:sae:engenv:v:36:y:2025:i:1:p:291-322
    DOI: 10.1177/0958305X231181673
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    as
    1. Usman, Muhammad & Jahanger, Atif & Makhdum, Muhammad Sohail Amjad & Balsalobre-Lorente, Daniel & Bashir, Adnan, 2022. "How do financial development, energy consumption, natural resources, and globalization affect Arctic countries' economic growth and environmental quality? An advanced panel data simulation," Energy, Elsevier, vol. 241(C).
    2. Ibrahim, Ridwan Lanre & Ajide, Kazeem Bello, 2021. "The dynamic heterogeneous impacts of nonrenewable energy, trade openness, total natural resource rents, financial development and regulatory quality on environmental quality: Evidence from BRICS economies," Resources Policy, Elsevier, vol. 74(C).
    3. Meng Lingyan & Ze Zhao & Haider Ali Malik & Asif Razzaq & Hui An & Marria Hassan, 2022. "Asymmetric impact of fiscal decentralization and environmental innovation on carbon emissions: Evidence from highly decentralized countries," Energy & Environment, , vol. 33(4), pages 752-782, June.
    4. Chopra, Ritika & Magazzino, Cosimo & Shah, Muhammad Ibrahim & Sharma, Gagan Deep & Rao, Amar & Shahzad, Umer, 2022. "The role of renewable energy and natural resources for sustainable agriculture in ASEAN countries: Do carbon emissions and deforestation affect agriculture productivity?," Resources Policy, Elsevier, vol. 76(C).
    5. Al Mamun, Md & Boubaker, Sabri & Nguyen, Duc Khuong, 2022. "Green finance and decarbonization: Evidence from around the world," Finance Research Letters, Elsevier, vol. 46(PB).
    6. Westerlund, Joakim & Edgerton, David L., 2007. "A panel bootstrap cointegration test," Economics Letters, Elsevier, vol. 97(3), pages 185-190, December.
    7. Guo, Jin & Tanaka, Tetsuji, 2022. "Energy security versus food security: An analysis of fuel ethanol- related markets using the spillover index and partial wavelet coherence approaches," Energy Economics, Elsevier, vol. 112(C).
    8. Ibrahim, Ridwan Lanre & Al-mulali, Usama & Ozturk, Ilhan & Bello, Ajide Kazeem & Raimi, Lukman, 2022. "On the criticality of renewable energy to sustainable development: Do green financial development, technological innovation, and economic complexity matter for China?," Renewable Energy, Elsevier, vol. 199(C), pages 262-277.
    9. Sadiqa, Ayesha & Gulagi, Ashish & Breyer, Christian, 2018. "Energy transition roadmap towards 100% renewable energy and role of storage technologies for Pakistan by 2050," Energy, Elsevier, vol. 147(C), pages 518-533.
    10. Yang, Qin & Du, Qiang & Razzaq, Asif & Shang, Yunfeng, 2022. "How volatility in green financing, clean energy, and green economic practices derive sustainable performance through ESG indicators? A sectoral study of G7 countries," Resources Policy, Elsevier, vol. 75(C).
    11. Newey, Whitney K & West, Kenneth D, 1987. "Hypothesis Testing with Efficient Method of Moments Estimation," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 28(3), pages 777-787, October.
    12. Kumar, S. & Shrestha, Pujan & Abdul Salam, P., 2013. "A review of biofuel policies in the major biofuel producing countries of ASEAN: Production, targets, policy drivers and impacts," Renewable and Sustainable Energy Reviews, Elsevier, vol. 26(C), pages 822-836.
    13. 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.
    14. Qiu, Rui & Xu, Jiuping & Zeng, Ziqiang & Chen, Xin & Wang, Yinhai, 2022. "Carbon tax policy-induced air travel carbon emission reduction and biofuel usage in China," Journal of Air Transport Management, Elsevier, vol. 103(C).
    15. David Mautin Oke & Ridwan Lanre Ibrahim & Koye Gerry Bokana, 2021. "Can Renewable Energy Deliver African Quests For Sustainable Development?," Journal of Developing Areas, Tennessee State University, College of Business, vol. 55(1), pages 319-340, January-M.
    16. Lanre Ibrahim, Ridwan & Bello Ajide, Kazeem & Usman, Muhammad & Kousar, Rakhshanda, 2022. "Heterogeneous effects of renewable energy and structural change on environmental pollution in Africa: Do natural resources and environmental technologies reduce pressure on the environment?," Renewable Energy, Elsevier, vol. 200(C), pages 244-256.
    17. Kanwal, Saira & Mehran, Muhammad Taqi & Hassan, Muhammad & Anwar, Mustafa & Naqvi, Salman Raza & Khoja, Asif Hussain, 2022. "An integrated future approach for the energy security of Pakistan: Replacement of fossil fuels with syngas for better environment and socio-economic development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    18. Shahbaz, Muhammad & Loganathan, Nanthakumar & Muzaffar, Ahmed Taneem & Ahmed, Khalid & Ali Jabran, Muhammad, 2016. "How urbanization affects CO2 emissions in Malaysia? The application of STIRPAT model," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 83-93.
    19. Liu, Zhen & Saydaliev, Hayot Berk & Lan, Jing & Ali, Sajid & Anser, Muhammad Khalid, 2022. "Assessing the effectiveness of biomass energy in mitigating CO2 emissions: Evidence from Top-10 biomass energy consumer countries," Renewable Energy, Elsevier, vol. 191(C), pages 842-851.
    20. Muhammad Usman & Atif Jahanger & Magdalena Radulescu & Daniel Balsalobre-Lorente, 2022. "Do Nuclear Energy, Renewable Energy, and Environmental-Related Technologies Asymmetrically Reduce Ecological Footprint? Evidence from Pakistan," Energies, MDPI, vol. 15(9), pages 1-24, May.
    21. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    22. Md Al Mamun & Sabri Boubaker & Ahmet Sensoy, 2022. "Green Finance and Decarbonization: Evidence from around the World," Post-Print hal-05337462, HAL.
    23. Ronaldo, Reza & Suryanto, Tulus, 2022. "Green finance and sustainability development goals in Indonesian Fund Village," Resources Policy, Elsevier, vol. 78(C).
    24. Kazeem Ajide & Ibrahim Ridwan, 2018. "Energy consumption, environmental contaminants, and economic growth: The G8 experience," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 51, pages 58-83.
    25. Jahanger, Atif & Usman, Muhammad & Murshed, Muntasir & Mahmood, Haider & Balsalobre-Lorente, Daniel, 2022. "The linkages between natural resources, human capital, globalization, economic growth, financial development, and ecological footprint: The moderating role of technological innovations," Resources Policy, Elsevier, vol. 76(C).
    26. Huang, Yongming & Haseeb, Mohammad & Usman, Muhammad & Ozturk, Ilhan, 2022. "Dynamic association between ICT, renewable energy, economic complexity and ecological footprint: Is there any difference between E-7 (developing) and G-7 (developed) countries?," Technology in Society, Elsevier, vol. 68(C).
    27. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    28. Bingjie Xu & Ruoyu Zhong & Hui Qiao, 2020. "The impact of biofuel consumption on CO2 emissions: A panel data analysis for seven selected G20 countries," Energy & Environment, , vol. 31(8), pages 1498-1514, December.
    29. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    30. Huang, Haixiao & Khanna, Madhu & Önal, Hayri & Chen, Xiaoguang, 2013. "Stacking low carbon policies on the renewable fuels standard: Economic and greenhouse gas implications," Energy Policy, Elsevier, vol. 56(C), pages 5-15.
    31. Tong Zhao & Haihua Zhou & Jinde Jiang & Wenyan Yan, 2022. "Impact of Green Finance and Environmental Regulations on the Green Innovation Efficiency in China," Sustainability, MDPI, vol. 14(6), pages 1-17, March.
    32. Irfan, Muhammad & Razzaq, Asif & Sharif, Arshian & Yang, Xiaodong, 2022. "Influence mechanism between green finance and green innovation: Exploring regional policy intervention effects in China," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    33. Usman, Muhammad & Balsalobre-Lorente, Daniel & Jahanger, Atif & Ahmad, Paiman, 2022. "Pollution concern during globalization mode in financially resource-rich countries: Do financial development, natural resources, and renewable energy consumption matter?," Renewable Energy, Elsevier, vol. 183(C), pages 90-102.
    34. Kapetanios, G. & Pesaran, M. Hashem & Yamagata, T., 2011. "Panels with non-stationary multifactor error structures," Journal of Econometrics, Elsevier, vol. 160(2), pages 326-348, February.
    35. Destek, Mehmet Akif & Sarkodie, Samuel Asumadu & Asamoah, Ernest Frimpong, 2020. "Does biomass energy drive environmental sustainability? An SDG perspective for top five biomass consuming countries," MPRA Paper 114218, University Library of Munich, Germany, revised 29 Mar 2021.
    36. 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.
    37. Syed Abdul Rehman Khan & Ridwan Lanre Ibrahim & Abul Quasem Al-Amin & Zhang Yu, 2022. "An Ideology of Sustainability under Technological Revolution: Striving towards Sustainable Development," Sustainability, MDPI, vol. 14(8), pages 1-21, April.
    38. Cabrera-Jiménez, Richard & Mateo-Sanz, Josep M. & Gavaldà, Jordi & Jiménez, Laureano & Pozo, Carlos, 2022. "Comparing biofuels through the lens of sustainability: A data envelopment analysis approach," Applied Energy, Elsevier, vol. 307(C).
    39. Razzaq, Asif & Ajaz, Tahseen & Li, Jing Claire & Irfan, Muhammad & Suksatan, Wanich, 2021. "Investigating the asymmetric linkages between infrastructure development, green innovation, and consumption-based material footprint: Novel empirical estimations from highly resource-consuming economies," Resources Policy, Elsevier, vol. 74(C).
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    2. Mário Nuno Mata & Rui Miguel Dantas & João Miguel Rita, 2026. "Mapping the Knowledge Landscape of Sustainable Finance in the Face of Climate Challenges: a Bibliometric Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 17(2), pages 4140-4174, April.
    3. Yu, Jingjing & Liang, Yanhong & Wang, Kang, 2025. "Ecological service value and the development of green finance: The grouping effect of environmental penalty intensity," Finance Research Letters, Elsevier, vol. 86(PB).
    4. Ting Li & Afnan Hassan, 2026. "Urbanization, Education, and Resource Efficiency: Empirical Insights Into Environmental Sustainability in G20 Nations," Sustainable Development, John Wiley & Sons, Ltd., vol. 34(S1), pages 364-378, January.

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