IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/115763.html

The Role of Renewable Energy Consumption in Promoting Sustainability and Circular Economy. A Data-Driven Analysis

Author

Listed:
  • Laureti, Lucio
  • Costantiello, Alberto
  • Leogrande, Angelo

Abstract

In this article we investigate the role of “Renewable Energy Consumption” in the context of Circular Economy. We use data from the World Bank for 193 countries in the period 2011-2020. We perform several econometric techniques i.e., Panel Data with Fixed Effects, Panel Data with Random Effects, Pooled OLS, WLS. Our results show that “Renewable Energy Consumption” is positively associated among others to “Cooling Degree Days” and “Adjusted savings: net forest depletion” and negatively associated among others to “GHG net emissions/removals by LUCF” and “Mean Drought Index”. Furthermore, we perform a cluster analysis with the application of the k-Means algorithm optimized with the Silhouette Coefficient and we find the presence of two clusters. Finally, we compare eight different machine learning algorithms to predict the value of Renewable Energy Consumption. Our results show that the Polynomial Regression is the best algorithm in the sense of prediction and that on average the renewable energy consumption is expected to growth of 2.61%.

Suggested Citation

  • Laureti, Lucio & Costantiello, Alberto & Leogrande, Angelo, 2022. "The Role of Renewable Energy Consumption in Promoting Sustainability and Circular Economy. A Data-Driven Analysis," MPRA Paper 115763, University Library of Munich, Germany, revised 25 Dec 2022.
    • Handle: RePEc:pra:mprapa:115763
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/115763/1/MPRA_paper_115763.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Zhang, Mingming & Zhang, Shichang & Lee, Chien-Chiang & Zhou, Dequn, 2021. "Effects of trade openness on renewable energy consumption in OECD countries: New insights from panel smooth transition regression modelling," Energy Economics, Elsevier, vol. 104(C).
    2. Atif, Muhammad & Hossain, Mohammed & Alam, Md Samsul & Goergen, Marc, 2021. "Does board gender diversity affect renewable energy consumption?," Journal of Corporate Finance, Elsevier, vol. 66(C).
    3. Bangake, Chrysost & Eggoh, Jude C., 2012. "Pooled Mean Group estimation on international capital mobility in African countries," Research in Economics, Elsevier, vol. 66(1), pages 7-17.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Leogrande, Angelo & Costantiello, Alberto, 2023. "The Role of GDP Growth in the ESG Approach at World Level," SocArXiv 93sn2, Center for Open Science.
    2. repec:osf:socarx:r56hu_v1 is not listed 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. Derese Kebede Teklie & Mete Han Yağmur, 2024. "The Role of Green Innovation, Renewable Energy, and Institutional Quality in Promoting Green Growth: Evidence from African Countries," Sustainability, MDPI, vol. 16(14), pages 1-23, July.
    2. Abida Hafeez & Karim Bux Shah Syed & Fiza Qureshi, 2019. "Exploring the Relationship between Government R & D Expenditures and Economic Growth in a Global Perspective: A PMG Estimation Approach," International Business Research, Canadian Center of Science and Education, vol. 12(4), pages 163-174, April.
    3. Zhongwei, Huang & Liu, Yishu, 2022. "The role of eco-innovations, trade openness, and human capital in sustainable renewable energy consumption: Evidence using CS-ARDL approach," Renewable Energy, Elsevier, vol. 201(P1), pages 131-140.
    4. Trinh, Vu Quang & Trinh, Hai Hong & Nguyen, Thi Hong Hanh & Vo, Xuan Vinh, 2023. "Board gender diversity and firm-level climate change exposure: A global perspective," Finance Research Letters, Elsevier, vol. 55(PB).
    5. Barroso, Raúl & Duan, Tinghua & Guo, Siyue (Sarina) & Kowalewski, Oskar, 2024. "Board gender diversity reform and corporate carbon emissions," Journal of Corporate Finance, Elsevier, vol. 87(C).
    6. 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.
    7. Ly, Alpha, 2025. "Scaling up renewables without phasing down fossil fuels? Rethinking the role of financial globalization," Energy Policy, Elsevier, vol. 204(C).
    8. Lee, Chien-Chiang & Zou, Jinyang & Chen, Pei-Fen, 2025. "The impact of artificial intelligence on the energy consumption of corporations: The role of human capital," Energy Economics, Elsevier, vol. 143(C).
    9. Nusair, Salah A., 2019. "Oil price and inflation dynamics in the Gulf Cooperation Council countries," Energy, Elsevier, vol. 181(C), pages 997-1011.
    10. Saqib, Najia & Ozturk, Ilhan & Sharif, Arshian & Cichoń, Dariusz, 2024. "Enhancing sustainable energy: Mineral exports, financial development, and foreign investment can build a greener future?," Resources Policy, Elsevier, vol. 97(C).
    11. Malik, Ihtisham A. & Chowdhury, Hasibul & Alam, Md Samsul, 2023. "Equity market response to natural disasters: Does firm's corporate social responsibility make difference?," Global Finance Journal, Elsevier, vol. 55(C).
    12. Dodd, Olga & Frijns, Bart & Garel, Alexandre, 2022. "Cultural diversity among directors and corporate social responsibility," International Review of Financial Analysis, Elsevier, vol. 83(C).
    13. Isma il Tijjani Idris & Sabri Nayan, 2017. "A Pooled Mean Group Approach to the Joint Effects of Oil Price Changes and Environmental Risks on Non-Performing Loans: Evidence from Organisation of the Petroleum Exporting the Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 7(3), pages 345-351.
    14. Akan, Taner & Gündüz, Halil İbrahim & Emirmahmutoğlu, Furkan & Işık, Ali Haydar, 2023. "Disaggregating renewable energy-growth nexus: W-ARDL and W-Toda-Yamamoto approaches," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
    15. Aitzaz Ahsan Alias Sarang & Nicolas Aubert & Xavier Hollandts, 2024. "Board gender diversity and the cost of equity: What difference does gender quota legislation make?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(2), pages 2193-2213, April.
    16. Gambacorta, Leonardo & Pancotto, Livia & Reghezza, Alessio & Spaggiari, Martina, 2022. "Gender diversity in bank boardrooms and green lending: Evidence from euro area credit register data," CEPR Discussion Papers 17650, C.E.P.R. Discussion Papers.
    17. Liu, Jing-Yue & Lei, Quan & Li, Ruojin & Zhang, Yue-Jun, 2024. "Resistance or motivation? Impact of climate risk on corporate greenwashing: An empirical study of Chinese enterprises," Global Finance Journal, Elsevier, vol. 62(C).
    18. Baghdadi, Ghasan A. & Safiullah, Md & Heyden, Mariano L.M., 2023. "Do gender diverse boards enhance managerial ability?," Journal of Corporate Finance, Elsevier, vol. 79(C).
    19. Cheng Gui & Chunjie Qi & Yani Dong & Yueyuan Yang, 2025. "Price Spillover Effects in U.S.-China Cotton and Cotton Yarn Futures Markets Under Emergency Events," Agriculture, MDPI, vol. 15(16), pages 1-28, August.
    20. Lee, Chien-Chiang & Chen, Mei-Ping & Yuan, Zihao, 2023. "Is information and communication technology a driver for renewable energy?," Energy Economics, Elsevier, vol. 124(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • Q5 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics
    • Q50 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - General
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q52 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Pollution Control Adoption and Costs; Distributional Effects; Employment Effects
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:pra:mprapa:115763. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    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.