IDEAS home Printed from https://ideas.repec.org/a/gam/jijfss/v5y2017i4p27-d118299.html
   My bibliography  Save this article

Investigating the Influence of Green Credit on Operational Efficiency and Financial Performance Based on Hybrid Econometric Models

Author

Listed:
  • Changqing Luo

    (Finance School, Hunan University of Commerce, Changsha 410205, China)

  • Siyuan Fan

    (Finance School, Hunan University of Commerce, Changsha 410205, China)

  • Qi Zhang

    (Finance School, Hunan University of Commerce, Changsha 410205, China)

Abstract

To understand the role of green credit in maintaining economic sustainability, we develop theoretical hypotheses including expectation, supervision and capital allocation channels to explain the impacts of green credit. Then, we use hybrid econometric models by using Chinese-listed enterprises in the energy-saving and environmental sectors from 2007 to 2015 as the research sample to verify the above hypotheses. The empirical results show that: (1) the average value of financial performance and operational efficiency is relatively low, and the endogenous abilities of those enterprises have not yet been established; (2) the issuance of green loans does not improve public expectations of enterprises in the green industry, thus the expectation channel is not supported; (3) the issuance of green loans does not necessarily improve the enterprise’s operational efficiency and financial performance, thus the supervision channel hypotheses are not supported; and (4) green loans lead to an increase in financing costs, management costs, operation costs, and expenditure on R&D, thus, the capital allocation hypothesis is partly supported. Based on the empirical analysis, we also provide some countermeasures to strengthen the roles of green credit to support the development of energy-saving and environmental enterprises.

Suggested Citation

  • Changqing Luo & Siyuan Fan & Qi Zhang, 2017. "Investigating the Influence of Green Credit on Operational Efficiency and Financial Performance Based on Hybrid Econometric Models," IJFS, MDPI, vol. 5(4), pages 1-19, November.
  • Handle: RePEc:gam:jijfss:v:5:y:2017:i:4:p:27-:d:118299
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7072/5/4/27/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2227-7072/5/4/27/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Thiam Hee Ng, . "Bond Financing for Renewable Energy in Asia," Chapters, in: Shigeru Kimura & Youngho Chang & Yanfei Li (ed.), Financing Renewable Energy Development in East Asia Summit Countries A Primer of Effective Policy Instruments, chapter 11, pages 321-342, Economic Research Institute for ASEAN and East Asia (ERIA).
    2. Chen, Shu-Heng & Yeh, Chia-Hsuan, 1997. "Toward a computable approach to the efficient market hypothesis: An application of genetic programming," Journal of Economic Dynamics and Control, Elsevier, vol. 21(6), pages 1043-1063, June.
    3. Ng, Thiam Hee & Tao, Jacqueline Yujia, 2016. "Bond financing for renewable energy in Asia," Energy Policy, Elsevier, vol. 95(C), pages 509-517.
    4. Alena Kocmanová & Marie Pavláková Dočekalová & Stanislav Škapa & Lenka Širáňová, 2016. "Measuring Corporate Sustainability and Environmental, Social, and Corporate Governance Value Added," Sustainability, MDPI, vol. 8(9), pages 1, September.
    5. Lewis, Craig M. & Rogalski, Richard J. & Seward, James K., 2001. "The long-run performance of firms that issue convertible debt: an empirical analysis of operating characteristics and analyst forecasts," Journal of Corporate Finance, Elsevier, vol. 7(4), pages 447-474, December.
    6. Linnenluecke, Martina K. & Smith, Tom & McKnight, Brent, 2016. "Environmental finance: A research agenda for interdisciplinary finance research," Economic Modelling, Elsevier, vol. 59(C), pages 124-130.
    7. Kao-Yi Shen, 2017. "Compromise between Short- and Long-Term Financial Sustainability: A Hybrid Model for Supporting R&D Decisions," Sustainability, MDPI, vol. 9(3), pages 1-17, March.
    8. Kot, Hung Wan & Tam, Lewis H.K., 2016. "Are stock price more informative after dual-listing in emerging markets? Evidence from Hong Kong-listed Chinese companies," Pacific-Basin Finance Journal, Elsevier, vol. 36(C), pages 31-45.
    9. Urquhart, Andrew & McGroarty, Frank, 2016. "Are stock markets really efficient? Evidence of the adaptive market hypothesis," International Review of Financial Analysis, Elsevier, vol. 47(C), pages 39-49.
    10. Jia, Xiaoliang & An, Haizhong & Fang, Wei & Sun, Xiaoqi & Huang, Xuan, 2015. "How do correlations of crude oil prices co-move? A grey correlation-based wavelet perspective," Energy Economics, Elsevier, vol. 49(C), pages 588-598.
    11. Barry, Christopher B. & Mihov, Vassil T., 2015. "Debt financing, venture capital, and the performance of initial public offerings," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 144-165.
    12. Davydov, Denis, 2016. "Debt structure and corporate performance in emerging markets," Research in International Business and Finance, Elsevier, vol. 38(C), pages 299-311.
    13. Cairns, Robert D. & Lasserre, Pierre, 2006. "Implementing carbon credits for forests based on green accounting," Ecological Economics, Elsevier, vol. 56(4), pages 610-621, April.
    14. Cheol Park, 2000. "Monitoring and Structure of Debt Contracts," Journal of Finance, American Finance Association, vol. 55(5), pages 2157-2195, October.
    15. Zhuang, Xiaoyang & Wei, Yu & Ma, Feng, 2015. "Multifractality, efficiency analysis of Chinese stock market and its cross-correlation with WTI crude oil price," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 430(C), pages 101-113.
    16. Criscuolo, Chiara & Menon, Carlo, 2015. "Environmental policies and risk finance in the green sector: Cross-country evidence," Energy Policy, Elsevier, vol. 83(C), pages 38-56.
    17. Abdel Aleem, Shady H.E. & Zobaa, Ahmed F. & Abdel Mageed, Hala M., 2015. "Assessment of energy credits for the enhancement of the Egyptian Green Pyramid Rating System," Energy Policy, Elsevier, vol. 87(C), pages 407-416.
    18. Suk Ho Jin & Suk Jae Jeong & Kyung Sup Kim, 2017. "A Linkage Model of Supply Chain Operation and Financial Performance for Economic Sustainability of Firm," Sustainability, MDPI, vol. 9(1), pages 1-23, January.
    19. Lee, Chien-Chiang & Lee, Jun-De & Lee, Chi-Chuan, 2010. "Stock prices and the efficient market hypothesis: Evidence from a panel stationary test with structural breaks," Japan and the World Economy, Elsevier, vol. 22(1), pages 49-58, January.
    20. Bajo, Emanuele & Chemmanur, Thomas J. & Simonyan, Karen & Tehranian, Hassan, 2016. "Underwriter networks, investor attention, and initial public offerings," Journal of Financial Economics, Elsevier, vol. 122(2), pages 376-408.
    21. Jandik, Tomas & Makhija, Anil K., 2005. "Debt, debt structure and corporate performance after unsuccessful takeovers: evidence from targets that remain independent," Journal of Corporate Finance, Elsevier, vol. 11(5), pages 882-914, October.
    22. Luo, Changqing & Ouyang, Zisheng, 2014. "Estimating IPO pricing efficiency by Bayesian stochastic frontier analysis: The ChiNext market case," Economic Modelling, Elsevier, vol. 40(C), pages 152-157.
    23. Campello, Murillo, 2006. "Debt financing: Does it boost or hurt firm performance in product markets?," Journal of Financial Economics, Elsevier, vol. 82(1), pages 135-172, October.
    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, Shu & Zhang, ZhongXiang, 2023. "Green credit policy and total factor productivity: Evidence from Chinese listed companies," Energy Economics, Elsevier, vol. 128(C).
    2. Olga Miroshnichenko & Elena Iakovleva & Natalia Voronova, 2022. "Banking Sector Profitability: Does Household Income Matter?," Sustainability, MDPI, vol. 14(6), pages 1-19, March.
    3. Li, Qian & Zhou, Ruodan & Xiong, Jie & Wang, Yanxi, 2023. "Rushing through the clouds, or waiting to die? The effect of the green credit policy on heavily polluting firms," The North American Journal of Economics and Finance, Elsevier, vol. 64(C).
    4. Mihaela Brindusa Tudose & Valentina Diana Rusu & Silvia Avasilcai, 2021. "Performance Management for Growth: A Framework Based on EVA," JRFM, MDPI, vol. 14(3), pages 1-19, March.
    5. Luo, Sumei & Yu, Shenghui & Zhou, Guangyou, 2021. "Does green credit improve the core competence of commercial banks? Based on quasi-natural experiments in China," Energy Economics, Elsevier, vol. 100(C).
    6. Chenhui Hu & Haining Jiang, 2021. "Causal Nexus between Sci-Tech Talent and Economic Growth in the Pan-Yangtze River Delta of China," Sustainability, MDPI, vol. 13(12), pages 1-18, June.
    7. Yanwei Lyu & Yangyang Bai & Jinning Zhang, 2024. "Green finance policy and enterprise green development: Evidence from China," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(1), pages 414-432, January.
    8. O. Miroshnichenko S. & N. Mostovaya A. & О. Мирошниченко С. & Н. Мостовая А., 2019. "«Зеленый» кредит как инструмент «зеленого» финансирования // Green Loan as a Tool for Green Financing," Финансы: теория и практика/Finance: Theory and Practice // Finance: Theory and Practice, ФГОБУВО Финансовый университет при Правительстве Российской Федерации // Financial University under The Government of Russian Federation, vol. 23(2), pages 31-43.
    9. Hengjie Xu & Qiang Mei & Fakhar Shahzad & Suxia Liu & Xingle Long & Jingjing Zhang, 2020. "Untangling the Impact of Green Finance on the Enterprise Green Performance: A Meta-Analytic Approach," Sustainability, MDPI, vol. 12(21), pages 1-16, October.

    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. Jin, Yi & Gao, Xiaoyan & Wang, Min, 2021. "The financing efficiency of listed energy conservation and environmental protection firms: Evidence and implications for green finance in China," Energy Policy, Elsevier, vol. 153(C).
    2. Tat Dat Bui & Mohd Helmi Ali & Feng Ming Tsai & Mohammad Iranmanesh & Ming-Lang Tseng & Ming K Lim, 2020. "Challenges and Trends in Sustainable Corporate Finance: A Bibliometric Systematic Review," JRFM, MDPI, vol. 13(11), pages 1-26, October.
    3. Yoshino, Naoyuki & Taghizadeh–Hesary, Farhad & Nakahigashi, Masaki, 2019. "Modelling the social funding and spill-over tax for addressing the green energy financing gap," Economic Modelling, Elsevier, vol. 77(C), pages 34-41.
    4. Best, Rohan & Burke, Paul J., 2018. "Adoption of solar and wind energy: The roles of carbon pricing and aggregate policy support," Energy Policy, Elsevier, vol. 118(C), pages 404-417.
    5. Yuanxin Liu & FengYun Li & Xinhua Yu & Jiahai Yuan & Dong Zhou, 2018. "Assessing the Credit Risk of Corporate Bonds Based on Factor Analysis and Logistic Regress Analysis Techniques: Evidence from New Energy Enterprises in China," Sustainability, MDPI, vol. 10(5), pages 1-21, May.
    6. Leszek Dziawgo, 2021. "Energy Sectors on Capital Market – Financing the Process “Towards Sustainability”," European Research Studies Journal, European Research Studies Journal, vol. 0(2B), pages 938-955.
    7. repec:eco:journ2:2017-04-15 is not listed on IDEAS
    8. Naeem, Muhammad Abubakr & Farid, Saqib & Ferrer, Román & Shahzad, Syed Jawad Hussain, 2021. "Comparative efficiency of green and conventional bonds pre- and during COVID-19: An asymmetric multifractal detrended fluctuation analysis," Energy Policy, Elsevier, vol. 153(C).
    9. Kung, Chih-Chun & Lan, Xiaolong & Yang, Yunxia & Kung, Shan-Shan & Chang, Meng-Shiuh, 2022. "Effects of green bonds on Taiwan's bioenergy development," Energy, Elsevier, vol. 238(PA).
    10. Kariyawasam Galoluwage Madurika Nanayakkara & Sisira Colombage, 2021. "Does compliance with Green Bond Principles bring any benefit to make G20’s ‘Green economy plan’ a reality?," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 61(3), pages 4257-4285, September.
    11. Sarah Hafner & Olivia James & Aled Jones, 2019. "A Scoping Review of Barriers to Investment in Climate Change Solutions," Sustainability, MDPI, vol. 11(11), pages 1-19, June.
    12. Qinghua Wang & Yaning Zhou & Li Luo & Junping Ji, 2019. "Research on the Factors Affecting the Risk Premium of China’s Green Bond Issuance," Sustainability, MDPI, vol. 11(22), pages 1-14, November.
    13. Alfonso Aranda-Usón & Pilar Portillo-Tarragona & Luz María Marín-Vinuesa & Sabina Scarpellini, 2019. "Financial Resources for the Circular Economy: A Perspective from Businesses," Sustainability, MDPI, vol. 11(3), pages 1-23, February.
    14. Mohina Saxena & Surajit Bhattacharyya, 2022. "Industry dynamics and capital structure choice: Evidence from Indian manufacturing firms," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(3), pages 829-845, April.
    15. Liu, Fengqi & Kang, Yuxin & Guo, Kun & Sun, Xiaolei, 2021. "The relationship between air pollution, investor attention and stock prices: Evidence from new energy and polluting sectors," Energy Policy, Elsevier, vol. 156(C).
    16. 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).
    17. Vivek Arulnathan & Mohammad Davoud Heidari & Maurice Doyon & Eric P. H. Li & Nathan Pelletier, 2022. "Economic Indicators for Life Cycle Sustainability Assessment: Going beyond Life Cycle Costing," Sustainability, MDPI, vol. 15(1), pages 1-27, December.
    18. Monk, Alexander & Perkins, Richard, 2020. "What explains the emergence and diffusion of green bonds?," Energy Policy, Elsevier, vol. 145(C).
    19. Fuyou Li & Hao Di, 2021. "Analysis of the Financing Structure of China’s Listed New Energy Companies under the Goal of Peak CO 2 Emissions and Carbon Neutrality," Energies, MDPI, vol. 14(18), pages 1-15, September.
    20. Davydov, Denis, 2016. "Debt structure and corporate performance in emerging markets," Research in International Business and Finance, Elsevier, vol. 38(C), pages 299-311.
    21. Muhammad Akhtar & Kong Yusheng & Muhammad Haris & Qurat Ul Ain & Hafiz Mustansar Javaid, 2022. "Impact of financial leverage on sustainable growth, market performance, and profitability," Economic Change and Restructuring, Springer, vol. 55(2), pages 737-774, May.

    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:jijfss:v:5:y:2017:i:4:p:27-:d:118299. 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.