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Green bonds and intelligent manufacturing: Evidence from listed firms in China

Author

Listed:
  • Zhou, You
  • Li, Xiaohan
  • Wu, Zhijing
  • Wu, Jian
  • Li, Hui

Abstract

Manufacturing industry serves as a key contributor to economic growth, while intelligent manufacturing has critical relevance for manufacturing upgrading. We adopt a difference-in-differences method to evaluate how green bonds affect the development of intelligent manufacturing based on data representing publicly listed firms in China from 2012 to 2021. The results show that issuing green bonds increases intelligent manufacturing significantly, by 1.22 % on average, with green innovation serving as a channel for that impact. However, the effect of green bonds varies depending on nature of equity, level of pollution, and level of intelligent manufacturing. Issuing green bonds primarily enhances the intelligent manufacturing level of private-owned, non-heavily polluting, and highly intelligent enterprises. These findings indicate that promoting green bond issuance among enterprises could effectively accelerate intelligent transformation of the manufacturing industry.

Suggested Citation

  • Zhou, You & Li, Xiaohan & Wu, Zhijing & Wu, Jian & Li, Hui, 2025. "Green bonds and intelligent manufacturing: Evidence from listed firms in China," Economics Letters, Elsevier, vol. 247(C).
    • Handle: RePEc:eee:ecolet:v:247:y:2025:i:c:s0165176524006347
    DOI: 10.1016/j.econlet.2024.112150
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    1. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    2. Yu, Yubing & Zhang, Justin Zuopeng & Cao, Yanhong & Kazancoglu, Yigit, 2021. "Intelligent transformation of the manufacturing industry for Industry 4.0: Seizing financial benefits from supply chain relationship capital through enterprise green management," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    3. Bag, Surajit & Pretorius, Jan Ham Christiaan & Gupta, Shivam & Dwivedi, Yogesh K., 2021. "Role of institutional pressures and resources in the adoption of big data analytics powered artificial intelligence, sustainable manufacturing practices and circular economy capabilities," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    4. Sun, Huaping & Edziah, Bless Kofi & Sun, Chuanwang & Kporsu, Anthony Kwaku, 2019. "Institutional quality, green innovation and energy efficiency," Energy Policy, Elsevier, vol. 135(C).
    5. Febi, Wulandari & Schäfer, Dorothea & Stephan, Andreas & Sun, Chen, 2018. "The impact of liquidity risk on the yield spread of green bonds," Finance Research Letters, Elsevier, vol. 27(C), pages 53-59.
    6. Vishaal Baulkaran, 2019. "Stock market reaction to green bond issuance," Journal of Asset Management, Palgrave Macmillan, vol. 20(5), pages 331-340, September.
    7. Yu, Feifei & Wang, Liting & Li, Xiaotong, 2020. "The effects of government subsidies on new energy vehicle enterprises: The moderating role of intelligent transformation," Energy Policy, Elsevier, vol. 141(C).
    8. Tang, Dragon Yongjun & Zhang, Yupu, 2020. "Do shareholders benefit from green bonds?," Journal of Corporate Finance, Elsevier, vol. 61(C).
    9. Flammer, Caroline, 2021. "Corporate green bonds," Journal of Financial Economics, Elsevier, vol. 142(2), pages 499-516.
    10. Lin, Boqiang & Su, Tong, 2022. "Green bond vs conventional bond: Outline the rationale behind issuance choices in China," International Review of Financial Analysis, Elsevier, vol. 81(C).
    11. Wang, Linhui & Wang, Hui & Cao, Zhanglu & He, Yongda & Dong, Zhiqing & Wang, Shixiang, 2022. "Can industrial intellectualization reduce carbon emissions? — Empirical evidence from the perspective of carbon total factor productivity in China," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    12. Wu, Linfei & Sun, Liwen & Chang, Qing & Zhang, Die & Qi, Peixiao, 2022. "How do digitalization capabilities enable open innovation in manufacturing enterprises? A multiple case study based on resource integration perspective," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    13. Tianjian Yang & Minghui Han & Yilin Zhong & Junhao Zhong & Qinghua Zhang, 2023. "Relationship between financial development and intelligent transformation of manufacturing: evidence from 69 countries," Economic Change and Restructuring, Springer, vol. 56(5), pages 3437-3474, October.
    14. Bhutta, Umair Saeed & Tariq, Adeel & Farrukh, Muhammad & Raza, Ali & Iqbal, Muhammad Khalid, 2022. "Green bonds for sustainable development: Review of literature on development and impact of green bonds," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    15. Moyer, Jonathan D. & Hughes, Barry B., 2012. "ICTs: Do they contribute to increased carbon emissions?," Technological Forecasting and Social Change, Elsevier, vol. 79(5), pages 919-931.
    16. Li, Yanxi & Yu, Conghui & Shi, Jinyan & Liu, Yuanyuan, 2023. "How does green bond issuance affect total factor productivity? Evidence from Chinese listed enterprises," Energy Economics, Elsevier, vol. 123(C).
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