IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v11y2019i7p1959-d219282.html
   My bibliography  Save this article

The Non-Linear Effect of Financial Support on Energy Efficiency: Evidence from China

Author

Listed:
  • Shuanglian Chen

    (Guangzhou International Institute of Finance and Guangzhou University, Guangzhou 510006, China)

  • Gaoke Liao

    (College of Finance and Statistics, Hunan University, Changsha 410000, China)

  • Benjamin M. Drakeford

    (Economics and Finance Subject Group, Portsmouth Business School, University of Portsmouth, Portsmouth PO13DE, UK)

  • Pierre Failler

    (Economics and Finance Subject Group, Portsmouth Business School, University of Portsmouth, Portsmouth PO13DE, UK)

Abstract

This study examines the non-linear effect of financial support on energy efficiency for 30 provinces in China, over the period 2003 to 2016. Specifically, we find that technological progress is a key factor in improving energy efficiency, regardless of the transition variable or sample chosen. The non-linear effects of the support of different financial sectors on energy efficiency are different. Banks have the greatest positive impact on energy efficiency, but as economic and financial development levels increase, this impact will diminish. The impact of securities on energy efficiency is contrary to bank support, because as the level of economic and financial development increases, the impact of securities on energy efficiency will shift from negative to positive. The impact of insurance support on energy efficiency is not significant.

Suggested Citation

  • Shuanglian Chen & Gaoke Liao & Benjamin M. Drakeford & Pierre Failler, 2019. "The Non-Linear Effect of Financial Support on Energy Efficiency: Evidence from China," Sustainability, MDPI, vol. 11(7), pages 1-16, April.
  • Handle: RePEc:gam:jsusta:v:11:y:2019:i:7:p:1959-:d:219282
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/11/7/1959/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/11/7/1959/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Hoje Jo & Hakkon Kim & Kwangwoo Park, 2015. "Corporate Environmental Responsibility and Firm Performance in the Financial Services Sector," Journal of Business Ethics, Springer, vol. 131(2), pages 257-284, October.
    2. Todd D. Gerarden & Richard G. Newell & Robert N. Stavins, 2017. "Assessing the Energy-Efficiency Gap," Journal of Economic Literature, American Economic Association, vol. 55(4), pages 1486-1525, December.
    3. Li, Ming-Jia & Tao, Wen-Quan, 2017. "Review of methodologies and polices for evaluation of energy efficiency in high energy-consuming industry," Applied Energy, Elsevier, vol. 187(C), pages 203-215.
    4. Wen, Jun & Yang, Di & Feng, Gen-Fu & Dong, Minyi & Chang, Chun-Ping, 2018. "Venture capital and innovation in China: The non-linear evidence," Structural Change and Economic Dynamics, Elsevier, vol. 46(C), pages 148-162.
    5. Valeria Costantini & Francesco Crespi & Giovanni Marin & Elena Paglialunga, 2016. "Eco-innovation, sustainable supply chains and environmental performance in European industries," LEM Papers Series 2016/19, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    6. Shahbaz, Muhammad & Hoang, Thi Hong Van & Mahalik, Mantu Kumar & Roubaud, David, 2017. "Energy consumption, financial development and economic growth in India: New evidence from a nonlinear and asymmetric analysis," Energy Economics, Elsevier, vol. 63(C), pages 199-212.
    7. Muhammad Shahbaz & Mita Bhattacharya & Mantu Kumar Mahalik, 2018. "Financial development, industrialization, the role of institutions and government: a comparative analysis between India and China," Applied Economics, Taylor & Francis Journals, vol. 50(17), pages 1952-1977, April.
    8. Ya Chen & Wade D. Cook & Juan Du & Hanhui Hu & Joe Zhu, 2017. "Bounded and discrete data and Likert scales in data envelopment analysis: application to regional energy efficiency in China," Annals of Operations Research, Springer, vol. 255(1), pages 347-366, August.
    9. Fouquau, Julien & Hurlin, Christophe & Rabaud, Isabelle, 2008. "The Feldstein-Horioka puzzle: A panel smooth transition regression approach," Economic Modelling, Elsevier, vol. 25(2), pages 284-299, March.
    10. Benfratello, Luigi & Schiantarelli, Fabio & Sembenelli, Alessandro, 2008. "Banks and innovation: Microeconometric evidence on Italian firms," Journal of Financial Economics, Elsevier, vol. 90(2), pages 197-217, November.
    11. Yuquan Meng & Yuhang Yang & Haseung Chung & Pil-Ho Lee & Chenhui Shao, 2018. "Enhancing Sustainability and Energy Efficiency in Smart Factories: A Review," Sustainability, MDPI, vol. 10(12), pages 1-28, December.
    12. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    13. Zhang, Ming & Liu, Xiao & Wang, Wenwen & Zhou, Min, 2013. "Decomposition analysis of CO2 emissions from electricity generation in China," Energy Policy, Elsevier, vol. 52(C), pages 159-165.
    14. Chao Xu & Yunpeng Wang & Lili Li & Peng Wang, 2018. "Spatiotemporal Trajectory of China’s Provincial Energy Efficiency and Implications on the Route of Economic Transformation," Sustainability, MDPI, vol. 10(12), pages 1-14, December.
    15. Shahzad, Syed Jawad Hussain & Kumar, Ronald Ravinesh & Zakaria, Muhammad & Hurr, Maryam, 2017. "Carbon emission, energy consumption, trade openness and financial development in Pakistan: A revisit," Renewable and Sustainable Energy Reviews, Elsevier, vol. 70(C), pages 185-192.
    16. Huang, Yan & Kou, Gang & Peng, Yi, 2017. "Nonlinear manifold learning for early warnings in financial markets," European Journal of Operational Research, Elsevier, vol. 258(2), pages 692-702.
    17. Chaosu Li & Yan Song, 2016. "Government response to climate change in China: a study of provincial and municipal plans," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 59(9), pages 1679-1710, September.
    18. Wang, Ke & Wei, Yi-Ming & Zhang, Xian, 2013. "Energy and emissions efficiency patterns of Chinese regions: A multi-directional efficiency analysis," Applied Energy, Elsevier, vol. 104(C), pages 105-116.
    19. Tatjana Dahlhaus, 2017. "Conventional Monetary Policy Transmission During Financial Crises: An Empirical Analysis," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(2), pages 401-421, March.
    20. Yao, Xin & Zhou, Hongchen & Zhang, Aizhen & Li, Aijun, 2015. "Regional energy efficiency, carbon emission performance and technology gaps in China: A meta-frontier non-radial directional distance function analysis," Energy Policy, Elsevier, vol. 84(C), pages 142-154.
    21. Ouyang, Xiaoling & Wei, Xiaoyun & Sun, Chuanwang & Du, Gang, 2018. "Impact of factor price distortions on energy efficiency: Evidence from provincial-level panel data in China," Energy Policy, Elsevier, vol. 118(C), pages 573-583.
    22. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    23. Amore, Mario Daniele & Schneider, Cédric & Žaldokas, Alminas, 2013. "Credit supply and corporate innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 835-855.
    24. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    25. repec:bla:obuest:v:61:y:1999:i:0:p:631-52 is not listed on IDEAS
    26. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    27. Kim, Jeayoon & Park, Kwangwoo, 2016. "Financial development and deployment of renewable energy technologies," Energy Economics, Elsevier, vol. 59(C), pages 238-250.
    28. Martin Kenney, 2011. "How venture capital became a component of the US National System of Innovation," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(6), pages 1677-1723, December.
    29. Xin Tong & Xuesen Li & Lin Tong & Xuan Jiang, 2018. "Spatial Spillover and the Influencing Factors Relating to Provincial Carbon Emissions in China Based on the Spatial Panel Data Model," Sustainability, MDPI, vol. 10(12), pages 1-17, December.
    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. Guo, Qiu-tong & Dong, Yong & Feng, Biao & Zhang, Hao, 2023. "Can green finance development promote total-factor energy efficiency? Empirical evidence from China based on a spatial Durbin model," Energy Policy, Elsevier, vol. 177(C).
    2. Song, Malin & Xie, Qianjiao & Shen, Zhiyang, 2021. "Impact of green credit on high-efficiency utilization of energy in China considering environmental constraints," Energy Policy, Elsevier, vol. 153(C).
    3. Adom, Philip Kofi & Amuakwa-Mensah, Franklin & Akorli, Charity Dzifa, 2023. "Energy efficiency as a sustainability concern in Africa and financial development: How much bias is involved?," Energy Economics, Elsevier, vol. 120(C).

    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. Shuanglian Chen & Zhehao Huang & Benjamin M. Drakeford & Pierre Failler, 2019. "Lending Interest Rate, Loaning Scale, and Government Subsidy Scale in Green Innovation," Energies, MDPI, vol. 12(23), pages 1-22, November.
    2. Huang, Zhehao & Liao, Gaoke & Li, Zhenghui, 2019. "Loaning scale and government subsidy for promoting green innovation," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 148-156.
    3. Chiu, Yi-Bin & Lee, Chien-Chiang, 2020. "Effects of financial development on energy consumption: The role of country risks," Energy Economics, Elsevier, vol. 90(C).
    4. Çağatay Bircan & Ralph De Haas, 2020. "The Limits of Lending? Banks and Technology Adoption across Russia," The Review of Financial Studies, Society for Financial Studies, vol. 33(2), pages 536-609.
    5. Ismail Senturk & Fiaz Ahmad Sulehri & Syeda Mehak Ali, 2022. "Financial Development and Innovation Led-Growth: A Case of Selected Developing Countries," Journal of Policy Research (JPR), Research Foundation for Humanity (RFH), vol. 8(3), pages 81-97, September.
    6. Hardy, Bryan & Sever, Can, 2021. "Financial crises and innovation," European Economic Review, Elsevier, vol. 138(C).
    7. Alessio Ciarlone, 2019. "The relationship between financial development and growth: the case of emerging Europe," Questioni di Economia e Finanza (Occasional Papers) 521, Bank of Italy, Economic Research and International Relations Area.
    8. Iftikhar Yasin & Nawaz Ahmad & M. Aslam Chaudhary, 2020. "Catechizing the Environmental-Impression of Urbanization, Financial Development, and Political Institutions: A Circumstance of Ecological Footprints in 110 Developed and Less-Developed Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(2), pages 621-649, January.
    9. Kais Mtar & Walid Belazreg, 2021. "Causal Nexus Between Innovation, Financial Development, and Economic Growth: the Case of OECD Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(1), pages 310-341, March.
    10. Zhu, Xiaoyang & Asimakopoulos, Stylianos & Kim, Jaebeom, 2020. "Financial development and innovation-led growth: Is too much finance better?," Journal of International Money and Finance, Elsevier, vol. 100(C).
    11. Clement Olalekan Olaniyi & Sunday Idowu Oladeji, 2021. "Moderating the effect of institutional quality on the finance–growth nexus: insights from West African countries," Economic Change and Restructuring, Springer, vol. 54(1), pages 43-74, February.
    12. Brown, James R. & Martinsson, Gustav & Petersen, Bruce C., 2017. "Stock markets, credit markets, and technology-led growth," Journal of Financial Intermediation, Elsevier, vol. 32(C), pages 45-59.
    13. Lin, Boqiang & Okoye, Jude O., 2023. "Towards renewable energy generation and low greenhouse gas emission in high-income countries: Performance of financial development and governance," Renewable Energy, Elsevier, vol. 215(C).
    14. Hou, Qingsong & Hu, May & Yuan, Yuan, 2017. "Corporate innovation and political connections in Chinese listed firms," Pacific-Basin Finance Journal, Elsevier, vol. 46(PA), pages 158-176.
    15. Simplice A Asongu, 2013. "A Short-run Schumpeterian Trip to Embryonic African Monetary Zones," Economics Bulletin, AccessEcon, vol. 33(1), pages 859-873.
    16. Nagmi Moftah Aimer, 2020. "Renewable energy consumption, financial development and economic growth: Evidence from panel data for the Middle East and North African countries," Economics Bulletin, AccessEcon, vol. 40(3), pages 2058-2072.
    17. Ross Levine & Chen Lin & Lai Wei, 2017. "Insider Trading and Innovation," Journal of Law and Economics, University of Chicago Press, vol. 60(4), pages 749-800.
    18. 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.
    19. Yongfu Huang, 2011. "Private investment and financial development in a globalized world," Empirical Economics, Springer, vol. 41(1), pages 43-56, August.
    20. Shahnazi, Rouhollah & Dehghan Shabani, Zahra, 2020. "Do renewable energy production spillovers matter in the EU?," Renewable Energy, Elsevier, vol. 150(C), pages 786-796.

    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:gam:jsusta:v:11:y:2019:i:7:p:1959-:d:219282. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.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.