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Assessing Technical Efficiency in Renewable Energy Consumption: A Stochastic Frontier Analysis with Scenario-Based Simulations

Author

Listed:
  • Abir Khribich

    (Université Côte d'Azur, CNRS, GREDEG, France)

  • Rami H. Kacem

    (Faculty of Economic Sciences and Management of Nabeul, University of Carthage, Tunisia
    LEGI, Tunisia Polytechnic School)

  • Damien Bazin

    (Université Côte d'Azur, CNRS, GREDEG, France)

Abstract

This study introduces a pioneering approach marking the first comprehensive analysis explicitly designed to assess the technical efficiency of renewable energy consumption and its influencing factors. Based on data from 22 high-income countries covering the period 1996 to 2019 a Stochastic Frontier Analysis (SFA) was used to derive scores crafting a distinctive ranking of countries. Notably, Norway, Sweden, and Finland emerge as frontrunners, reflecting their efficiently robust approaches to renewable energy adoption. Empirical findings highlight the crucial role of financial development, revealing a significant and positive impact on increased renewable energy consumption efficiency. This is followed by other key factors such as institutional conditions and social development. Particularly, a non-linear impact was observed for other determinants, including trade openness, economic growth, and CO2 emissions. To explore more profoundly, the study projects six prospective scenarios, each exerting distinct influences on technical efficiency scores. Enhanced financial development, trade openness, and higher CO2 emissions are linked to elevated technical efficiency levels, albeit with variable effects among countries. Interestingly, increased growth in social development was associated to decreased technical efficiency scores, similarly, some countries experienced a counterproductive effect from a stimulated economic growth. Simulation results emphasize the imperative to address contextual variability, aiming to strike a balance between developmental objectives and optimizing the use of renewable energy.

Suggested Citation

  • Abir Khribich & Rami H. Kacem & Damien Bazin, 2024. "Assessing Technical Efficiency in Renewable Energy Consumption: A Stochastic Frontier Analysis with Scenario-Based Simulations," GREDEG Working Papers 2024-09, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    • Handle: RePEc:gre:wpaper:2024-09
    as

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    References listed on IDEAS

    as
    1. Satya Paul & Sriram Shankar, 2020. "Estimating efficiency effects in a panel data stochastic frontier model," Journal of Productivity Analysis, Springer, vol. 53(2), pages 163-180, April.
    2. repec:aen:journl:2011v32-02-a03 is not listed on IDEAS
    3. Apergis, Nicholas & Payne, James E., 2010. "Coal consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(3), pages 1353-1359, March.
    4. Ekins, Paul, 2004. "Step changes for decarbonising the energy system: research needs for renewables, energy efficiency and nuclear power," Energy Policy, Elsevier, vol. 32(17), pages 1891-1904, November.
    5. Timothy J. Coelli & D.S. Prasada Rao & Christopher J. O’Donnell & George E. Battese, 2005. "An Introduction to Efficiency and Productivity Analysis," Springer Books, Springer, edition 0, number 978-0-387-25895-9, March.
    6. Uzar, Umut, 2020. "Political economy of renewable energy: Does institutional quality make a difference in renewable energy consumption?," Renewable Energy, Elsevier, vol. 155(C), pages 591-603.
    7. Wang, Juan & Zhang, Sulan & Zhang, Qingjun, 2021. "The relationship of renewable energy consumption to financial development and economic growth in China," Renewable Energy, Elsevier, vol. 170(C), pages 897-904.
    8. Apergis, Nicholas & Payne, James E., 2010. "Renewable energy consumption and economic growth: Evidence from a panel of OECD countries," Energy Policy, Elsevier, vol. 38(1), pages 656-660, January.
    9. Anton, Sorin Gabriel & Afloarei Nucu, Anca Elena, 2020. "The effect of financial development on renewable energy consumption. A panel data approach," Renewable Energy, Elsevier, vol. 147(P1), pages 330-338.
    10. Meeusen, Wim & van den Broeck, J, 1977. "Technical Efficiency and Dimension of the Firm: Some Results on the Use of Frontier Production Functions," Empirical Economics, Springer, vol. 2(2), pages 109-122.
    11. Sadorsky, Perry, 2009. "Renewable energy consumption, CO2 emissions and oil prices in the G7 countries," Energy Economics, Elsevier, vol. 31(3), pages 456-462, May.
    12. Topcu, Mert & Payne, James E., 2018. "Further evidence on the trade-energy consumption nexus in OECD countries," Energy Policy, Elsevier, vol. 117(C), pages 160-165.
    13. Zhongye Sun & Xin Zhang & Yifei Gao, 2023. "The Impact of Financial Development on Renewable Energy Consumption: A Multidimensional Analysis Based on Global Panel Data," IJERPH, MDPI, vol. 20(4), pages 1-20, February.
    14. Chitnis, Mona & Sorrell, Steve & Druckman, Angela & Firth, Steven K. & Jackson, Tim, 2014. "Who rebounds most? Estimating direct and indirect rebound effects for different UK socioeconomic groups," Ecological Economics, Elsevier, vol. 106(C), pages 12-32.
    15. Mukhtarov, Shahriyar & Yüksel, Serhat & Dinçer, Hasan, 2022. "The impact of financial development on renewable energy consumption: Evidence from Turkey," Renewable Energy, Elsevier, vol. 187(C), pages 169-176.
    16. Chen, Chaoyi & Pinar, Mehmet & Stengos, Thanasis, 2021. "Determinants of renewable energy consumption: Importance of democratic institutions," Renewable Energy, Elsevier, vol. 179(C), pages 75-83.
    17. Lipp, Judith, 2007. "Lessons for effective renewable electricity policy from Denmark, Germany and the United Kingdom," Energy Policy, Elsevier, vol. 35(11), pages 5481-5495, November.
    18. Shafik, Nemat, 1994. "Economic Development and Environmental Quality: An Econometric Analysis," Oxford Economic Papers, Oxford University Press, vol. 46(0), pages 757-773, Supplemen.
    19. Marques, António C. & Fuinhas, José A. & Pires Manso, J.R., 2010. "Motivations driving renewable energy in European countries: A panel data approach," Energy Policy, Elsevier, vol. 38(11), pages 6877-6885, November.
    20. Hua, Yaping & Oliphant, Monica & Hu, Eric Jing, 2016. "Development of renewable energy in Australia and China: A comparison of policies and status," Renewable Energy, Elsevier, vol. 85(C), pages 1044-1051.
    21. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    22. Khribich, Abir & Kacem, Rami H. & Dakhlaoui, Ahlem, 2021. "Causality nexus of renewable energy consumption and social development: Evidence from high-income countries," Renewable Energy, Elsevier, vol. 169(C), pages 14-22.
    23. Ben Jebli, Mehdi & Ben Youssef, Slim, 2015. "Output, renewable and non-renewable energy consumption and international trade: Evidence from a panel of 69 countries," Renewable Energy, Elsevier, vol. 83(C), pages 799-808.
    24. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    25. Nguyen, Kim Hanh & Kakinaka, Makoto, 2019. "Renewable energy consumption, carbon emissions, and development stages: Some evidence from panel cointegration analysis," Renewable Energy, Elsevier, vol. 132(C), pages 1049-1057.
    26. Abbas, Khizar & Butt, Khalid Manzoor & Xu, Deyi & Baz, Khan & Sheraz, Muhammad & Kharl, Sanwal Hussain, 2023. "Dynamic prognostic interaction between social development and energy consumption optimization: Evidence from european union member countries," Energy, Elsevier, vol. 278(C).
    27. Kim, Jeayoon & Park, Kwangwoo, 2016. "Financial development and deployment of renewable energy technologies," Energy Economics, Elsevier, vol. 59(C), pages 238-250.
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    JEL classification:

    • Q20 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - General
    • Q28 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - Government Policy
    • Q48 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Government Policy

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