IDEAS home Printed from https://ideas.repec.org/a/spr/jknowl/v16y2025i3d10.1007_s13132-024-02334-9.html
   My bibliography  Save this article

Advancing Resource Efficiency Through Renewable Energy, Green Innovations, and Education: Lessons from G20 Economies

Author

Listed:
  • Kun Hu

    (Guizhou University of Finance and Economics
    City University of Macau)

  • Wanhua Kuang

    (City University of Macau)

  • Quande Qin

    (Shenzhen University)

Abstract

Resource efficiency (RSE), which refers to the relationship between natural raw materials and the benefits gained from their use, aims to maximize the efficiency of production and consumption processes while minimizing resource consumption and waste. This concept has become critical for environmental sustainability, as it helps reduce adverse environmental impacts and prevents the depletion of resources. Academic, technological, and financial factors play a pivotal role in promoting RSE for a sustainable future. Therefore, this study investigates the complex interactions between education (EDC), financial practices (FPR), renewable energy (REN), natural resources (NRS), and green innovations (GRN) and their impact on RSE in G20 countries from 2000 to 2022. To capture both the short-run and long-run effects of these variables on RSE, the study employs the advanced cross-sectional autoregressive distributed lag (CS-ARDL) method. Additionally, the robustness of the results is reinforced using augmented mean group (AMG) and common-correlated effects mean group (CCEMG) techniques. Empirical findings from the CS-ARDL analysis indicate that FPR and NRS positively correlate with RSE, suggesting that effective financial practices and sustainable management of natural resources promote greater resource efficiency. In contrast, GRN, REN, and EDC are negatively associated with RSE, highlighting the need to balance efficiency improvements with sustainable practices in these areas. The robustness of these results, as confirmed by AMG and CCEMG analyses, strengthens the reliability of the study’s conclusions. This research provides valuable insights for G20 policymakers, offering practical recommendations to enhance RSE by integrating ecological, academic, technological, and financial considerations, thereby contributing to the achievement of sustainable development goals (SDGs).

Suggested Citation

  • Kun Hu & Wanhua Kuang & Quande Qin, 2025. "Advancing Resource Efficiency Through Renewable Energy, Green Innovations, and Education: Lessons from G20 Economies," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(3), pages 11673-11696, September.
  • Handle: RePEc:spr:jknowl:v:16:y:2025:i:3:d:10.1007_s13132-024-02334-9
    DOI: 10.1007/s13132-024-02334-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s13132-024-02334-9
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s13132-024-02334-9?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Chen, Huangxin & Shi, Yi & Zhao, Xin, 2022. "Investment in renewable energy resources, sustainable financial inclusion and energy efficiency: A case of US economy," Resources Policy, Elsevier, vol. 77(C).
    2. Shahab Ud Din & Muhammad Yar Khan & Majid Jamal Khan & Memoona Nilofar, 2022. "Nexus Between Sustainable Development, Adjusted Net Saving, Economic Growth, and Financial Development in South Asian Emerging Economies," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(3), pages 2372-2385, September.
    3. Bowen Li & Guangqin Li & Ji Luo, 2021. "Latent but not absent: The ‘long tail’ nature of rural special education and its dynamic correction mechanism," PLOS ONE, Public Library of Science, vol. 16(3), pages 1-36, March.
    4. Zhang, Can & Zhang, Liangyu & Liu, Liyan & Du, Chaofei, 2024. "The study of the relationship between green finance and resource efficiency in east asian economies," Resources Policy, Elsevier, vol. 89(C).
    5. Duncan S. Callaway & Meredith Fowlie & Gavin McCormick, 2018. "Location, Location, Location: The Variable Value of Renewable Energy and Demand-Side Efficiency Resources," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(1), pages 39-75.
    6. Hongying Sun & Yipei Luo & Jia Liu & Miraj Ahmed Bhuiyan, 2024. "Digital inclusive finance, R&D investment, and green technology innovation nexus," PLOS ONE, Public Library of Science, vol. 19(1), pages 1-19, January.
    7. Wang, Yinghuan & Zhang, Jingjing & Yan, Yan & Guan, Jiancheng, 2024. "The bidirectional causality of tie stability and innovation performance," Research Policy, Elsevier, vol. 53(10).
    8. Zhang, Shuzhi & Xie, Guangxiong, 2023. "Promoting green investment for renewable energy sources in China: Case study from autoregressive distributed Lagged in error correction approach," Renewable Energy, Elsevier, vol. 214(C), pages 359-368.
    9. Nick Johnstone & Ivan Haščič & David Popp, 2017. "Erratum to: Renewable Energy Policies and Technological Innovation: Evidence Based on Patent Counts," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 68(2), pages 441-444, October.
    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. Zhang, Shangfeng & Li, Xiujie & Zhang, Chaojie & Luo, Jiayu & Cheng, Can & Ge, Wanjun, 2023. "Measurement of factor mismatch in industrial enterprises with labor skills heterogeneity," Journal of Business Research, Elsevier, vol. 158(C).
    12. Delong Zhu & Waseem Bahadur & Muhammad Ali, 2023. "The effect of spiritual leadership on proactive customer service performance: The roles of psychological empowerment and power distance," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-12, December.
    13. Yang, Zeshi & Fang, Ying & Peng, Nianjiao, 2024. "Financial development and natural resource efficiency: Unlocking green growth potential," Resources Policy, Elsevier, vol. 89(C).
    14. Huafang, Huang, 2024. "Efficiency in the markets for natural resources as a force for economic revolution," Resources Policy, Elsevier, vol. 89(C).
    15. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    16. Wang, Qunwei & Fan, Zining, 2023. "Green finance and investment behavior of renewable energy enterprises: A case study of China," International Review of Financial Analysis, Elsevier, vol. 87(C).
    17. Bouzid Amaira, 2023. "Financial Inclusion and Economic Growth in Tunisia: An ARDL Bound Test Approach," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(4), pages 4393-4412, December.
    18. 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.
    19. Francis Teal & Markus Eberhardt, 2010. "Productivity Analysis in Global Manufacturing Production," Economics Series Working Papers 515, University of Oxford, Department of Economics.
    20. Xiaoyu Qu & Xutian Qin & Haichen Hu, 2023. "Research on the Improvement Path of Regional Green Technology Innovation Efficiency in China Based on fsQCA Method," Sustainability, MDPI, vol. 15(4), pages 1-16, February.
    21. Yuyang, Liu, 2024. "Natural resource efficiency and the road to a green economy: From scarcity to availability," Resources Policy, Elsevier, vol. 89(C).
    22. 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.
    23. Yan, Xiang & Yang, Chao & Zhang, Renfang, 2023. "How does green finance derive the resource efficiency and decarbonization of the economy?," Resources Policy, Elsevier, vol. 85(PB).
    24. Gao, Ming, 2023. "Role of financial inclusion and natural resources for green economic recovery in developing economies," Resources Policy, Elsevier, vol. 83(C).
    25. Eberhardt, Markus & Teal, Francis, 2008. "Modeling technology and technological change in manufacturing: how do countries differ?," MPRA Paper 10690, University Library of Munich, Germany.
    26. Xu, Jiaqi & She, Shengxiang & Gao, Pengpeng & Sun, Yunpeng, 2023. "Role of green finance in resource efficiency and green economic growth," Resources Policy, Elsevier, vol. 81(C).
    27. Zhang, Shangfeng & Zhang, Chaojie & Su, Zitian & Zhu, Mengyue & Ren, Huiru, 2023. "New structural economic growth model and labor income share," Journal of Business Research, Elsevier, vol. 160(C).
    28. Chen, Jie & Huang, Shoujun & Ajaz, Tahseen, 2022. "Natural resources management and technological innovation under EKC framework: A glimmer of hope for sustainable environment in newly industrialized countries," Resources Policy, Elsevier, vol. 79(C).
    29. Miao, Chenglin & Fang, Debin & Sun, Liyan & Luo, Qiaoling, 2017. "Natural resources utilization efficiency under the influence of green technological innovation," Resources, Conservation & Recycling, Elsevier, vol. 126(C), pages 153-161.
    30. Geels, Frank W., 2002. "Technological transitions as evolutionary reconfiguration processes: a multi-level perspective and a case-study," Research Policy, Elsevier, vol. 31(8-9), pages 1257-1274, December.
    31. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    32. Shao, Junli & Wu, Dengrong & Jin, Cheng, 2023. "How do financial inclusion and education increase resource efficiency?," Resources Policy, Elsevier, vol. 85(PA).
    33. 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.
    34. Chi, Mingyuan & Ping, Wang, 2024. "Resources abundant economies and sustainability of economic growth: A novel panel evidence of high resources economies," Resources Policy, Elsevier, vol. 88(C).
    35. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    36. David B. Audretsch & Max Keilbach, 2007. "The Theory of Knowledge Spillover Entrepreneurship," Journal of Management Studies, Wiley Blackwell, vol. 44(7), pages 1242-1254, November.
    37. Sun, Yunpeng & Gao, Pengpeng & Tian, Wenjuan & Guan, Weimin, 2023. "Green innovation for resource efficiency and sustainability: Empirical analysis and policy," Resources Policy, Elsevier, vol. 81(C).
    38. Charles Shaaba Saba & Nicholas Ngepah, 2022. "ICT Diffusion, Industrialisation and Economic Growth Nexus: an International Cross-country Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(3), pages 2030-2069, September.
    39. Conceição Castro & Cristina Lopes, 2022. "Digital Government and Sustainable Development," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(2), pages 880-903, June.
    40. Besime Fekri Ziberi & Donat Rexha & Xhemazie Ibraimi & Besnik Avdiaj, 2022. "Empirical Analysis of the Impact of Education on Economic Growth," Economies, MDPI, vol. 10(4), pages 1-10, April.
    41. He, Jinfu & Liu, Yu, 2024. "Digital inclusion finance, social governance and household investment decisions," Finance Research Letters, Elsevier, vol. 62(PB).
    42. Xu, Jing & Hu, Weiwei, 2024. "How do external resources influence a firm's green innovation? A study based on absorptive capacity," Economic Modelling, Elsevier, vol. 133(C).
    43. Hu, Nan & Zheng, Bing, 2023. "Natural resources, education, and green economic development," Resources Policy, Elsevier, vol. 86(PB).
    44. Popp, David & Hascic, Ivan & Medhi, Neelakshi, 2011. "Technology and the diffusion of renewable energy," Energy Economics, Elsevier, vol. 33(4), pages 648-662, July.
    45. Alharbi, Samar S. & Al Mamun, Md & Boubaker, Sabri & Rizvi, Syed Kumail Abbas, 2023. "Green finance and renewable energy: A worldwide evidence," Energy Economics, Elsevier, vol. 118(C).
    46. Yi, Hong & Hao, Ling & Liu, Aoran & Zhang, Ziyu, 2023. "Green finance development and resource efficiency: A financial structure perspective," Resources Policy, Elsevier, vol. 85(PA).
    47. Daud, Siti Nurazira Mohd & Ahmad, Abd Halim, 2023. "Financial inclusion, economic growth and the role of digital technology," Finance Research Letters, Elsevier, vol. 53(C).
    48. Wu, Wenhan & Wu, Wenzhuo & Wu, Kouhua & Ding, Chen, 2022. "The nexus between green innovations and natural resources commodity prices in China," Resources Policy, Elsevier, vol. 78(C).
    49. Feng, Chen-Yu & Yang, Xiaodong & Afshan, Sahar & Irfan, Muhamamd, 2023. "Can renewable energy technology innovation promote mineral resources’ green utilization efficiency? Novel insights from regional development inequality," Resources Policy, Elsevier, vol. 82(C).
    50. Lu, Qingchang & Farooq, Muhammad Umar & Ma, Xiaoyu & Iram, Robina, 2022. "Assessing the combining role of public-private investment as a green finance and renewable energy in carbon neutrality target," Renewable Energy, Elsevier, vol. 196(C), pages 1357-1365.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Alvaro Pereira & João Jalles & Martin Andresen, 2012. "Structural change and foreign direct investment: globalization and regional economic integration," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 11(1), pages 35-82, April.
    2. Markus Eberhardt & Francis Teal, 2011. "Econometrics For Grumblers: A New Look At The Literature On Cross‐Country Growth Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 109-155, February.
    3. Skare, Marinko & Ozturk, Ilhan & Porada-Rochoń, Małgorzata & Stjepanovic, Sasa, 2024. "Energy as the new frontier: Dynamic panel data analysis revealing energy's transformative role in economic growth and technological progress," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    4. Robert Becker Pickson & Elliot Boateng & Peng Gui & Ai Chen, 2024. "The impacts of climatic conditions on cereal production: implications for food security in Africa," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(7), pages 18333-18360, July.
    5. Aamir Javed & Bilal Haider Subhani & Asif Javed & Agnese Rapposelli, 2024. "Accessing the efficacy of green growth, energy efficiency, and green innovation for environmental performance in top manufacturing nations in the framework of sustainable development," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(6), pages 5829-5863, December.
    6. Andrew, Adewale Alola & Adebayo, Tomiwa Sunday & Lasisi, Taiwo Temitope & Muoneke, Obumneke Bob, 2024. "Moderating roles of technological innovation and economic complexity in financial development-environmental quality nexus of the BRICS economies," Technology in Society, Elsevier, vol. 78(C).
    7. Trofimov, Ivan D., 2020. "Is There a J-Curve Effect in the Services Trade in Canada? A Panel Data Analysis," MPRA Paper 106704, University Library of Munich, Germany.
    8. Khan, Khatib Ahmad & Subhan, Mohammad & Tiwari, Sunil & Anser, Muhammad Khalid & Destek, Mehmet Akif, 2025. "Impacts of natural resources and technological innovation on SDG achievement of OECD countries: How does democracy and globalization behave?," Technology in Society, Elsevier, vol. 81(C).
    9. Chakraborty, Saptorshee Kanto & Mazzanti, Massimiliano, 2020. "Energy intensity and green energy innovation: Checking heterogeneous country effects in the OECD," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 328-343.
    10. Carvelli, Gianni, 2024. "The dynamic effects of public investments on private capital formation: Modelling a heterogeneous asymmetric cointegration with unobserved global factors," International Economics, Elsevier, vol. 177(C).
    11. Mohamed Chakroun & Naima Chrid & Sami Saafi, 2021. "Does export upgrading really matter to economic growth? Evidence from panel data for high‐, middle‐ and low‐income countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(4), pages 5584-5609, October.
    12. Fotis, Panagiotis & Polemis, Michael, 2018. "The impact of market deregulation on milk price: A dynamic panel data approach," MPRA Paper 86542, University Library of Munich, Germany.
    13. Usman, Muhammad & Makhdum, Muhammad Sohail Amjad, 2021. "What abates ecological footprint in BRICS-T region? Exploring the influence of renewable energy, non-renewable energy, agriculture, forest area and financial development," Renewable Energy, Elsevier, vol. 179(C), pages 12-28.
    14. Gautam, Tej K. & Paudel, Krishna P., 2018. "The demand for natural gas in the Northeastern United States," Energy, Elsevier, vol. 158(C), pages 890-898.
    15. Aladejare, Samson Adeniyi, 2023. "Economic prosperity, asymmetric natural resource income, and ecological demands in resource-reliant economies," Resources Policy, Elsevier, vol. 82(C).
    16. Khang Yi Sim & Siok Kun Sek, 2024. "Unveiling the asymmetric energy-growth nexus in top oil-importing and exporting countries: The common correlated effects approach," Energy & Environment, , vol. 35(2), pages 539-568, March.
    17. Nwani, Chinazaekpere & Usman, Ojonugwa & Okere, Kingsley Ikechukwu & Bekun, Festus Victor, 2023. "Technological pathways to decarbonisation and the role of renewable energy: A study of European countries using consumption-based metrics," Resources Policy, Elsevier, vol. 83(C).
    18. Markus Eberhardt & Francis Teal, 2008. "Modeling Technology and Technological Change in Manufacturing: How do Countries Differ?," CSAE Working Paper Series 2008-12, Centre for the Study of African Economies, University of Oxford.
    19. Peñasco, Cristina & del Río, Pablo & Romero-Jordán, Desiderio, 2017. "Gas and electricity demand in Spanish manufacturing industries: An analysis using homogeneous and heterogeneous estimators," Utilities Policy, Elsevier, vol. 45(C), pages 45-60.
    20. Vasilios Plakandaras & Ioannis Pragidis & Paris Karypidis, 2024. "Deciphering the U.S. metropolitan house price dynamics," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 52(2), pages 434-485, March.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:jknowl:v:16:y:2025:i:3:d:10.1007_s13132-024-02334-9. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.