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The impact of green credit on economic growth—The mediating effect of environment on labor supply

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  • Cai Chen
  • Yingli Zhang
  • Yun Bai
  • Wenrui Li

Abstract

Background: The progress of green credit in China is accelerating, but its development is uneven and insufficient in different regions. And whether the issuance of green credit can effectively promote the improvement of the environment and economy is not well understood. Objective: Previous research has found that green credit promotes economic growth through improvement of the industrial structure and green technological innovation. However, these studies have not considered the positive externality of environmental improvement even though environmental improvement and economic growth are requirements of the sustainable development concept. Methods: We use the chain-mediated model to estimate the impact of green credit issuance on the economic growth of different provinces since the large-scale implementation of green credit in China with data from 2008 to 2016. Results and conclusion: This paper shows that the issuance of green credit can improve labor supply rather than labor productivity through the improvement of air quality to achieve regional economic growth. Such a chain-mediated path is different from the economic growth caused by industrial structural adjustment and green technology innovation. At the national level, every 1% increase in green credit issuance relative to industrial loans will increase the per capita gross domestic product (GDP) by approximately 4.6 yuan, or 0.012%, through air quality and labor supply, accounting for 2.875% of the total effect. Heterogeneity analysis indicates that due to regional industrial structure differences and diminishing marginal effects, the impact of green credit is stronger in the western region than in the eastern and central regions. For every 1% increase in the proportion of green credit issuance relative to industrial loans, the per capita GDP growth achieved through the chain-mediated path is approximately 30.17 yuan in the western region, approximately 6.6 times greater than that at the national level. Within a 95% confidence interval of 5000 bootstrap samples, this path is found to be true, and the chain-mediated effect accounts for approximately 12.96% of the total indirect effect. Limitations: The limitation of this paper is the measurement of green credit. Although green credit has a large volume, it remains underdeveloped, and there is a lack of perfect indicators. Most existing studies have adopted only alternative or reverse indicators to measure the issuance of green credit. For example, this paper takes the interest expenditure of six high-energy-consuming enterprises as the reverse indicator, which may to a certain extent lead to the overestimation of the issuance of green credit and its impact on the environment and economy. Future research can accurately explore the performance of green credit on the basis of its mature development.

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  • Cai Chen & Yingli Zhang & Yun Bai & Wenrui Li, 2021. "The impact of green credit on economic growth—The mediating effect of environment on labor supply," PLOS ONE, Public Library of Science, vol. 16(9), pages 1-21, September.
  • Handle: RePEc:plo:pone00:0257612
    DOI: 10.1371/journal.pone.0257612
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    1. Hanna, Rema & Oliva, Paulina, 2015. "The effect of pollution on labor supply: Evidence from a natural experiment in Mexico City," Journal of Public Economics, Elsevier, vol. 122(C), pages 68-79.
    2. Richard T. Carson & Phoebe Koundouri & Céline Nauges, 2010. "Arsenic Mitigation in Bangladesh: A Household Labor Market Approach," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(2), pages 407-414.
    3. Ostro, Bart D., 1983. "The effects of air pollution on work loss and morbidity," Journal of Environmental Economics and Management, Elsevier, vol. 10(4), pages 371-382, December.
    4. D’Orazio, Paola & Valente, Marco, 2019. "The role of finance in environmental innovation diffusion: An evolutionary modeling approach," Journal of Economic Behavior & Organization, Elsevier, vol. 162(C), pages 417-439.
    5. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    6. Avraham Ebenstein & Maoyong Fan & Michael Greenstone & Guojun He & Peng Yin & Maigeng Zhou, 2015. "Growth, Pollution, and Life Expectancy: China from 1991-2012," American Economic Review, American Economic Association, vol. 105(5), pages 226-231, May.
    7. Joshua Graff Zivin & Matthew Neidell, 2012. "The Impact of Pollution on Worker Productivity," American Economic Review, American Economic Association, vol. 102(7), pages 3652-3673, December.
    8. Elizabeth Frankenberg & Douglas McKee & Duncan Thomas, 2005. "Health consequences of forest fires in Indonesia," Demography, Springer;Population Association of America (PAA), vol. 42(1), pages 109-129, February.
    9. Don Fullerton & Gilbert E. Metcalf, 1997. "Environmental Taxes and the Double Dividends Hypothesis: Did You Really Expect Something for Nothing?," Discussion Papers Series, Department of Economics, Tufts University 9706, Department of Economics, Tufts University.
    10. Olivier David Zerbib, 2019. "The effect of pro-environmental preferences on bond prices: Evidence from green bonds," Post-Print halshs-02008641, HAL.
    11. Zerbib, Olivier David, 2019. "The effect of pro-environmental preferences on bond prices: Evidence from green bonds," Journal of Banking & Finance, Elsevier, vol. 98(C), pages 39-60.
    12. Crocker, Thomas D & Horst, Robert L, Jr, 1981. "Hours of Work, Labor Productivity, and Environmental Conditions: A Case Study," The Review of Economics and Statistics, MIT Press, vol. 63(3), pages 361-368, August.
    13. Richard Jones & Blessing Chiripanhura, 2010. "Measuring the UK's human capital stock," Economic & Labour Market Review, Palgrave Macmillan;Office for National Statistics, vol. 4(11), pages 36-63, November.
    14. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    15. Michael E. Porter & Claas van der Linde, 1995. "Toward a New Conception of the Environment-Competitiveness Relationship," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 97-118, Fall.
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    Cited by:

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    2. Yan Yang & Yingli Zhang, 2022. "The Impact of the Green Credit Policy on the Short-Term and Long-Term Debt Financing of Heavily Polluting Enterprises: Based on PSM-DID Method," IJERPH, MDPI, vol. 19(18), pages 1-18, September.
    3. Fangming Xie & Yali Liu & Mengman Yang, 2023. "Spatial spillover effect of environmental regulation on regional economic growth," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 7149-7160, July.
    4. Xiaowei Ding & Ruxu Jing & Kaikun Wu & Maria V. Petrovskaya & Zhikun Li & Alina Steblyanskaya & Lyu Ye & Xiaotong Wang & Vasiliy M. Makarov, 2022. "The Impact Mechanism of Green Credit Policy on the Sustainability Performance of Heavily Polluting Enterprises—Based on the Perspectives of Technological Innovation Level and Credit Resource Allocatio," IJERPH, MDPI, vol. 19(21), pages 1-26, November.
    5. Di Chen & Haiqing Hu & Chun‐Ping Chang, 2023. "Green finance, environment regulation, and industrial green transformation for corporate social responsibility," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(5), pages 2166-2181, September.
    6. Cai Chen & Shunbin Zhong & Yingli Zhang & Yun Bai, 2023. "The Economic Impact of Green Credit: From the Perspective of Industrial Structure and Green Total Factor Productivity," Sustainability, MDPI, vol. 15(2), pages 1-22, January.
    7. Yalin Mo & Dinghai Sun & Yu Zhang, 2023. "Green Finance Assists Agricultural Sustainable Development: Evidence from China," Sustainability, MDPI, vol. 15(3), pages 1-15, January.

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