IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v116y2022ics0140988322005424.html
   My bibliography  Save this article

Crossing the rivers by feeling the stones: The effect of China's green credit policy on manufacturing firms' carbon emission intensity

Author

Listed:
  • Lee, Chien-Chiang
  • Chang, Yu-Fang
  • Wang, En-Ze

Abstract

To combat environmental exacerbation and energy overuse, the Chinese government issued the Opinions on Implementing Environmental Protection Policies and Regulations to Prevent Credit Risks in 2007, which was the first time it employed a financial market instrument (i.e., the green credit policy) to deal with the environmental problem. By regarding the 2007 green credit policy (GCP) as an exogenous shock, this paper applies the Difference-in-Difference (DID) estimation to examine the impact of the GCP on the carbon dioxide emission intensity of firms in heavily polluting industries and potential impact channels. First, we find that GCP has significantly reduced the carbon emission intensity of heavily polluting firms. Second, the policy can reduce the total energy intensity, especially the coal consumption intensity, thus lowering the carbon emission intensity. Third, the policy improves carbon emission performance through capital renewal instead of technological innovation. Finally, we conclude that the policy can exert a more profound negative effect on small-scale and non-state-owned heavily polluting firms, heavily polluting firms in capital-intensive and higher financial independence industries and heavily polluting firms in provinces with better financial development and marketization.

Suggested Citation

  • Lee, Chien-Chiang & Chang, Yu-Fang & Wang, En-Ze, 2022. "Crossing the rivers by feeling the stones: The effect of China's green credit policy on manufacturing firms' carbon emission intensity," Energy Economics, Elsevier, vol. 116(C).
  • Handle: RePEc:eee:eneeco:v:116:y:2022:i:c:s0140988322005424
    DOI: 10.1016/j.eneco.2022.106413
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988322005424
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2022.106413?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Su, Chi-Wei & Li, Wenhao & Umar, Muhammad & Lobonţ, Oana-Ramona, 2022. "Can green credit reduce the emissions of pollutants?," Economic Analysis and Policy, Elsevier, vol. 74(C), pages 205-219.
    2. Tanaka, Kenta & Managi, Shunsuke, 2021. "Industrial agglomeration effect for energy efficiency in Japanese production plants," Energy Policy, Elsevier, vol. 156(C).
    3. Ed Day & Sam Fankhauser & Nick Kingsmill & Hélia Costa & Anna Mavrogianni, 2019. "Upholding labour productivity under climate change: an assessment of adaptation options," Climate Policy, Taylor & Francis Journals, vol. 19(3), pages 367-385, March.
    4. Bhattacharya, Mita & Inekwe, John N. & Sadorsky, Perry, 2020. "Consumption-based and territory-based carbon emissions intensity: Determinants and forecasting using club convergence across countries," Energy Economics, Elsevier, vol. 86(C).
    5. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    6. Lee, Hsiang-Tai & Lee, Chien-Chiang, 2022. "A regime-switching real-time copula GARCH model for optimal futures hedging," International Review of Financial Analysis, Elsevier, vol. 84(C).
    7. Howell, Anthony, 2015. "‘Indigenous’ innovation with heterogeneous risk and new firm survival in a transitioning Chinese economy," Research Policy, Elsevier, vol. 44(10), pages 1866-1876.
    8. Chen, Zhao & Poncet, Sandra & Xiong, Ruixiang, 2020. "Local financial development and constraints on domestic private-firm exports: Evidence from city commercial banks in China," Journal of Comparative Economics, Elsevier, vol. 48(1), pages 56-75.
    9. Ryan, Lisa & Ferreira, Susana & Convery, Frank, 2009. "The impact of fiscal and other measures on new passenger car sales and CO2 emissions intensity: Evidence from Europe," Energy Economics, Elsevier, vol. 31(3), pages 365-374, May.
    10. Zhang, Dayong & Li, Jun & Ji, Qiang, 2020. "Does better access to credit help reduce energy intensity in China? Evidence from manufacturing firms," Energy Policy, Elsevier, vol. 145(C).
    11. Lee, Chien-Chiang & Wang, Chang-song, 2022. "Financial development, technological innovation and energy security: Evidence from Chinese provincial experience," Energy Economics, Elsevier, vol. 112(C).
    12. Longcan Zou & Jim Huangnan Shen & Jun Zhang & Chien‐Chiang Lee, 2022. "What is the rationale behind China's infrastructure investment under the Belt and Road Initiative," Journal of Economic Surveys, Wiley Blackwell, vol. 36(3), pages 605-633, July.
    13. Awaworyi Churchill, Sefa & Inekwe, John & Smyth, Russell & Zhang, Xibin, 2019. "R&D intensity and carbon emissions in the G7: 1870–2014," Energy Economics, Elsevier, vol. 80(C), pages 30-37.
    14. Liu, Xinghe & Wang, Enxian & Cai, Danting, 2019. "Green credit policy, property rights and debt financing: Quasi-natural experimental evidence from China," Finance Research Letters, Elsevier, vol. 29(C), pages 129-135.
    15. Wang, En-Ze & Lee, Chien-Chiang, 2022. "The impact of information communication technology on energy demand: Some international evidence," International Review of Economics & Finance, Elsevier, vol. 81(C), pages 128-146.
    16. Lee, Chien-Chiang & Wang, Fuhao & Lou, Runchi, 2022. "Digital financial inclusion and carbon neutrality: Evidence from non-linear analysis," Resources Policy, Elsevier, vol. 79(C).
    17. Bhattacharya, Utpal & Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2017. "What Affects Innovation More: Policy or Policy Uncertainty?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(5), pages 1869-1901, October.
    18. Lhuillery, Stéphane & Pfister, Etienne, 2009. "R&D cooperation and failures in innovation projects: Empirical evidence from French CIS data," Research Policy, Elsevier, vol. 38(1), pages 45-57, February.
    19. Chen, Yunling & Liu, Ming & Su, Jun, 2013. "Greasing the wheels of bank lending: Evidence from private firms in China," Journal of Banking & Finance, Elsevier, vol. 37(7), pages 2533-2545.
    20. He, Feng & Ma, Yaming & Zhang, Xiaojie, 2020. "How does economic policy uncertainty affect corporate Innovation?–Evidence from China listed companies," International Review of Economics & Finance, Elsevier, vol. 67(C), pages 225-239.
    21. Lee, Chien-Chiang & He, Zhi-Wen & Xiao, Fu, 2022. "How does information and communication technology affect renewable energy technology innovation? International evidence," Renewable Energy, Elsevier, vol. 200(C), pages 546-557.
    22. Chen, Yang & Cheng, Liang & Lee, Chien-Chiang & Wang, Chang-song, 2021. "The impact of regional banks on environmental pollution: Evidence from China's city commercial banks," Energy Economics, Elsevier, vol. 102(C).
    23. Ulf von Lilienfeld‐Toal & Dilip Mookherjee & Sujata Visaria, 2012. "The Distributive Impact of Reforms in Credit Enforcement: Evidence From Indian Debt Recovery Tribunals," Econometrica, Econometric Society, vol. 80(2), pages 497-558, March.
    24. Art Durnev & E. Han Kim, 2005. "To Steal or Not to Steal: Firm Attributes, Legal Environment, and Valuation," Journal of Finance, American Finance Association, vol. 60(3), pages 1461-1493, June.
    25. Miaojie Yu, 2015. "Processing Trade, Tariff Reductions and Firm Productivity: Evidence from Chinese Firms," Economic Journal, Royal Economic Society, vol. 125(585), pages 943-988, June.
    26. Sai Ding & John Knight, 2011. "Why has China Grown So Fast? The Role of Physical and Human Capital Formation," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 73(2), pages 141-174, April.
    27. Thapa, Chandra & Rao, Sandeep & Farag, Hisham & Koirala, Santosh, 2020. "Access to internal capital, creditor rights and corporate borrowing: Does group affiliation matter?," Journal of Corporate Finance, Elsevier, vol. 62(C).
    28. Liu, Xiaoguang & Ji, Qiang & Yu, Jian, 2021. "Sustainable development goals and firm carbon emissions: Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 103(C).
    29. Yu, Jian & Shi, Xunpeng & Guo, Dongmei & Yang, Longjian, 2021. "Economic policy uncertainty (EPU) and firm carbon emissions: Evidence using a China provincial EPU index," Energy Economics, Elsevier, vol. 94(C).
    30. Wu, Mingqin & Cao, Xun, 2021. "Greening the career incentive structure for local officials in China: Does less pollution increase the chances of promotion for Chinese local leaders?," Journal of Environmental Economics and Management, Elsevier, vol. 107(C).
    31. Lee, Chien-Chiang & Ho, Shan-Ju, 2022. "Impacts of export diversification on energy intensity, renewable energy, and waste energy in 121 countries: Do environmental regulations matter?," Renewable Energy, Elsevier, vol. 199(C), pages 1510-1522.
    32. Zhu, Chen & Lee, Chien-Chiang, 2022. "The effects of low-carbon pilot policy on technological innovation: Evidence from prefecture-level data in China," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    33. Lv, Chengchao & Song, Jie & Lee, Chien-Chiang, 2022. "Can digital finance narrow the regional disparities in the quality of economic growth? Evidence from China," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 502-521.
    34. Berkowitz, Daniel & Lin, Chen & Ma, Yue, 2015. "Do property rights matter? Evidence from a property law enactment," Journal of Financial Economics, Elsevier, vol. 116(3), pages 583-593.
    35. Shen, Jim Huangnan & Long, Zhiming & Lee, Chien-Chiang & Zhang, Jun, 2022. "Comparative advantage, endowment structure, and trade imbalances," Structural Change and Economic Dynamics, Elsevier, vol. 60(C), pages 365-375.
    36. Wen, Huwei & Lee, Chien-Chiang & Zhou, Fengxiu, 2021. "Green credit policy, credit allocation efficiency and upgrade of energy-intensive enterprises," Energy Economics, Elsevier, vol. 94(C).
    37. Zhang, Dongyang & Kong, Qunxi, 2022. "Credit policy, uncertainty, and firm R&D investment: A quasi-natural experiment based on the Green Credit Guidelines," Pacific-Basin Finance Journal, Elsevier, vol. 73(C).
    38. Lee, Chi-Chuan & Lee, Chien-Chiang & Xiao, Shunyi, 2021. "Policy-related risk and corporate financing behavior: Evidence from China’s listed companies," Economic Modelling, Elsevier, vol. 94(C), pages 539-547.
    39. Hussain, Jafar & Lee, Chien-Chiang & Chen, Yongxiu, 2022. "Optimal green technology investment and emission reduction in emissions generating companies under the support of green bond and subsidy," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    40. Lee, Chien-Chiang & He, Zhi-Wen, 2022. "Natural resources and green economic growth: An analysis based on heterogeneous growth paths," Resources Policy, Elsevier, vol. 79(C).
    41. Jiang, Liangliang & Lin, Chen & Lin, Ping, 2014. "The determinants of pollution levels: Firm-level evidence from Chinese manufacturing," Journal of Comparative Economics, Elsevier, vol. 42(1), pages 118-142.
    42. Cheng, Yuanyuan & Yao, Xin, 2021. "Carbon intensity reduction assessment of renewable energy technology innovation in China: A panel data model with cross-section dependence and slope heterogeneity," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    43. 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).
    44. Tan, Xiujie & Xiao, Ziwei & Liu, Yishuang & Taghizadeh-Hesary, Farhad & Wang, Banban & Dong, Hanmin, 2022. "The effect of green credit policy on energy efficiency: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    45. Tiwari, Aviral Kumar & Abakah, Emmanuel Joel Aikins & Adewuyi, Adeolu O. & Lee, Chien-Chiang, 2022. "Quantile risk spillovers between energy and agricultural commodity markets: Evidence from pre and during COVID-19 outbreak," Energy Economics, Elsevier, vol. 113(C).
    46. Lee, Chien-Chiang & Hussain, Jafar & Chen, Yongxiu, 2022. "The optimal behavior of renewable energy resources and government's energy consumption subsidy design from the perspective of green technology implementation," Renewable Energy, Elsevier, vol. 195(C), pages 670-680.
    47. Liu, Qing & Lu, Yi, 2015. "Firm investment and exporting: Evidence from China's value-added tax reform," Journal of International Economics, Elsevier, vol. 97(2), pages 392-403.
    48. Lee, Chien-Chiang & Yuan, Zihao & Wang, Qiaoru, 2022. "How does information and communication technology affect energy security? International evidence," Energy Economics, Elsevier, vol. 109(C).
    49. Xu, Zhaoxia, 2020. "Economic policy uncertainty, cost of capital, and corporate innovation," Journal of Banking & Finance, Elsevier, vol. 111(C).
    50. Hu, Guoqiang & Wang, Xiaoqi & Wang, Yu, 2021. "Can the green credit policy stimulate green innovation in heavily polluting enterprises? Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 98(C).
    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. Hou, Xiang & Hu, Qianlin & Liang, Xin & Xu, Jingxuan, 2023. "How do low-carbon city pilots affect carbon emissions? Staggered difference in difference evidence from Chinese firms," Economic Analysis and Policy, Elsevier, vol. 79(C), pages 664-686.
    2. Yongjian Wang & Fei Wang & Wenbo Li, 2023. "Effects of the Carbon Credit Policy on the Capital-Constrained Manufacturer’s Remanufacturing and Emissions Decisions," IJERPH, MDPI, vol. 20(5), pages 1-17, February.
    3. Huang, Ruting & Yao, Xin, 2024. "City size and energy efficiency of Chinese manufacturing firms: An empirical study from a city characteristic perspective," Energy Economics, Elsevier, vol. 129(C).
    4. Liu, Jia-Bao & Zheng, Ya-Qian & Lee, Chien-Chiang, 2024. "Statistical analysis of the regional air quality index of Yangtze River Delta based on complex network theory," Applied Energy, Elsevier, vol. 357(C).
    5. Li, Chen & Liu, Zhao & Song, Rong & Zhang, Yue-Jun, 2024. "The impact of green credit guidelines on environmental performance: Firm-level evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 205(C).
    6. Guo, Siyuan & Xie, Xuejing & Chen, Meian & Gong, Yukai, 2024. "Supplier concentration and corporate carbon emissions," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 571-585.
    7. Wang, Hong & Hu, Xuechen & Li, Hailing, 2023. "Regional production restriction policy and firms’ green transition: Evidence from Beijing-Tianjin-Hebei region," Energy, Elsevier, vol. 282(C).
    8. Zhang, Cheng & Fang, Jiming & Ge, Shilong & Sun, Guanglin, 2024. "Research on the impact of enterprise digital transformation on carbon emissions in the manufacturing industry," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 211-227.
    9. Yue Yu & Yishuang Xu, 2023. "The Roles of Carbon Trading System and Sustainable Energy Strategies in Reducing Carbon Emissions—An Empirical Study in China with Panel Data," IJERPH, MDPI, vol. 20(8), pages 1-20, April.
    10. Li, Yu & Zhu, Yi & Tan, Weijie & Qi, Tiange & Huang, Yongjian, 2024. "Female executive and energy consumption intensity: The role of green innovation," Finance Research Letters, Elsevier, vol. 64(C).
    11. Lee, Chien-Chiang & Yuan, Zihao, 2024. "Impact of energy poverty on public health: A non-linear study from an international perspective," World Development, Elsevier, vol. 174(C).
    12. Jing Zou, 2024. "The Relationship Between Corporate Financialization and Digital Finance in the Era of Digital Transformation," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 13425-13448, September.
    13. Sun, Chuanwang & Zeng, Yingfang, 2023. "Does the green credit policy affect the carbon emissions of heavily polluting enterprises?," Energy Policy, Elsevier, vol. 180(C).
    14. Wang, Hui & Zhang, Yunyun & Lin, Weifen & Wei, Wendong, 2023. "Transregional electricity transmission and carbon emissions: Evidence from ultra-high voltage transmission projects in China," Energy Economics, Elsevier, vol. 123(C).
    15. Zhang, Weike & Fan, Hongxia & Zhao, Qiwei, 2023. "Seeing green: How does digital infrastructure affect carbon emission intensity?," Energy Economics, Elsevier, vol. 127(PB).
    16. Lee, Chien-Chiang & Hussain, Jafar, 2023. "Energy sustainability under the COVID-19 outbreak: Electricity break-off policy to minimize electricity market crises," Energy Economics, Elsevier, vol. 125(C).
    17. Ma, Dan & Zhu, Yanjin, 2024. "The impact of economic uncertainty on carbon emission: Evidence from China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 191(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. Wang, Yufeng, 2023. "Can the green credit policy reduce carbon emission intensity of “high-polluting and high-energy-consuming” enterprises? Insight from a quasi-natural experiment in China," Global Finance Journal, Elsevier, vol. 58(C).
    2. Lee, Chien-Chiang & Wang, Fuhao & Lou, Runchi & Wang, Keying, 2023. "How does green finance drive the decarbonization of the economy? Empirical evidence from China," Renewable Energy, Elsevier, vol. 204(C), pages 671-684.
    3. Lee, Chien-Chiang & Feng, Yi & Peng, Diyun, 2022. "A green path towards sustainable development: The impact of low-carbon city pilot on energy transition," Energy Economics, Elsevier, vol. 115(C).
    4. Lee, Chien-Chiang & Yuan, Zihao & Lee, Chi-Chuan & Chang, Yu-Fang, 2022. "The impact of renewable energy technology innovation on energy poverty: Does climate risk matter?," Energy Economics, Elsevier, vol. 116(C).
    5. Lee, Chien-Chiang & Wang, Chang-song, 2022. "Does natural resources matter for sustainable energy development in China: The role of technological progress," Resources Policy, Elsevier, vol. 79(C).
    6. Lv, Chengchao & Song, Jie & Lee, Chien-Chiang, 2022. "Can digital finance narrow the regional disparities in the quality of economic growth? Evidence from China," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 502-521.
    7. Wen, Huwei & Liang, Weitao & Lee, Chien-Chiang, 2022. "Urban broadband infrastructure and green total-factor energy efficiency in China," Utilities Policy, Elsevier, vol. 79(C).
    8. Zhang, Xiaoming & Liang, Qian & Lee, Chien-Chiang, 2023. "How does central bank transparency affect systemic risk? Evidence from developed and developing countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 88(C), pages 101-115.
    9. Lee, Chien-Chiang & Wang, Fuhao & Lou, Runchi, 2022. "Digital financial inclusion and carbon neutrality: Evidence from non-linear analysis," Resources Policy, Elsevier, vol. 79(C).
    10. Wen, Huwei & Wen, Changyong & Lee, Chien-Chiang, 2022. "Impact of digitalization and environmental regulation on total factor productivity," Information Economics and Policy, Elsevier, vol. 61(C).
    11. Tian, Jinfang & Sun, Siyang & Cao, Wei & Bu, Di & Xue, Rui, 2024. "Make every dollar count: The impact of green credit regulation on corporate green investment efficiency," Energy Economics, Elsevier, vol. 130(C).
    12. Lee, Chien-Chiang & Tang, Manting & Lee, Chi-Chuan, 2023. "Reaping digital dividends: Digital inclusive finance and high-quality development of enterprises in China," Telecommunications Policy, Elsevier, vol. 47(2).
    13. Lee, Chien-Chiang & Lou, Runchi & Wang, Fuhao, 2023. "Digital financial inclusion and poverty alleviation: Evidence from the sustainable development of China," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 418-434.
    14. Lee, Chien-Chiang & Hussain, Jafar, 2023. "An assessment of socioeconomic indicators and energy consumption by considering green financing," Resources Policy, Elsevier, vol. 81(C).
    15. Lee, Chien-Chiang & Chen, Pei-Fen & Chu, Pin-Jie, 2023. "Green recovery through financial inclusion of mobile payment: A study of low- and middle-income Asian countries," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 729-747.
    16. Guo, Shu & Zhang, ZhongXiang, 2023. "Green credit policy and total factor productivity: Evidence from Chinese listed companies," Energy Economics, Elsevier, vol. 128(C).
    17. Lee, Chien-Chiang & He, Zhi-Wen, 2022. "Natural resources and green economic growth: An analysis based on heterogeneous growth paths," Resources Policy, Elsevier, vol. 79(C).
    18. Zhu, Chen & Jin, Zhuo & Lee, Chien-Chiang, 2022. "The impact of informal care from children to their elderly parents on self-employment? Evidence from China," Economic Modelling, Elsevier, vol. 117(C).
    19. Wen, Huwei & Zhong, Qiming & Lee, Chien-Chiang, 2022. "Digitalization, competition strategy and corporate innovation: Evidence from Chinese manufacturing listed companies," International Review of Financial Analysis, Elsevier, vol. 82(C).
    20. Zhu, Chen & Lee, Chien-Chiang, 2022. "The effects of low-carbon pilot policy on technological innovation: Evidence from prefecture-level data in China," Technological Forecasting and Social Change, Elsevier, vol. 183(C).

    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:eee:eneeco:v:116:y:2022:i:c:s0140988322005424. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eneco .

    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.