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Global reach, local impact: How China's outward foreign direct investment shapes corporate carbon risk management?

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  • Tao, Miaomiao
  • Wang, Jianda
  • Roubaud, David
  • Qi, Lingli

Abstract

Outward Foreign Direct Investment (OFDI) has emerged as a pivotal driver of globalization, enabling firms to broaden their reach across borders and tap into diverse resources. We present evidence supporting the role of OFDI in mitigating corporate carbon risk. However, the extent of the underlying mitigation effect varies depending on factors such as corporate nature, ESG ratings, and financial constraints. We also identify several intermediaries through which OFDI exerts its mitigating influence, such as corporate reputation, downside risk exposure, debt financing costs, and the firm's ability to innovate in green technologies. Further exploration substantiates the synergistic effects between OFDI and the emissions trading scheme, which together help further reduce corporate carbon risk. These findings offer valuable insights into how enhancing OFDI can mitigate carbon risk, thus supporting China's transition toward a low-carbon economy.

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  • Tao, Miaomiao & Wang, Jianda & Roubaud, David & Qi, Lingli, 2025. "Global reach, local impact: How China's outward foreign direct investment shapes corporate carbon risk management?," Energy Economics, Elsevier, vol. 144(C).
    • Handle: RePEc:eee:eneeco:v:144:y:2025:i:c:s0140988325002154
    DOI: 10.1016/j.eneco.2025.108391
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    1. Jakob De Haan & Robert Inklaar & Richard Jong‐A‐Pin, 2008. "Will Business Cycles In The Euro Area Converge? A Critical Survey Of Empirical Research," Journal of Economic Surveys, Wiley Blackwell, vol. 22(2), pages 234-273, April.
    2. Zhao, Jinjing & Pan, Jie & Xie, Xiangwei & Su, Miao, 2024. "Green outward foreign direct investment and host country environmental effects: The home country's carbon emission reduction system is crucial," Energy, Elsevier, vol. 290(C).
    3. Wu, Qingyang & Wang, Yanying, 2022. "How does carbon emission price stimulate enterprises' total factor productivity? Insights from China's emission trading scheme pilots," Energy Economics, Elsevier, vol. 109(C).
    4. Tao, Miaomiao & Wen, Le & Sheng, Mingyue Selena & Poletti, Stephen, 2024. "Appraising the role of energy conservation and emission reduction policy for eco-friendly productivity improvements: An entropy-balancing DID approach," Energy Economics, Elsevier, vol. 132(C).
    5. Zhong, Tingyong & Ma, Fuqi & Sun, Fangcheng & Li, Jiangna, 2024. "Can green finance reduce corporate carbon risk?," Finance Research Letters, Elsevier, vol. 63(C).
    6. Gregor Semieniuk & Emanuele Campiglio & Jean‐Francois Mercure & Ulrich Volz & Neil R. Edwards, 2021. "Low‐carbon transition risks for finance," Wiley Interdisciplinary Reviews: Climate Change, John Wiley & Sons, vol. 12(1), January.
    7. Harry Markowitz, 1952. "Portfolio Selection," Journal of Finance, American Finance Association, vol. 7(1), pages 77-91, March.
    8. Zhang, Zhuo & Zhao, Yongliang & Cai, Haiya & Ajaz, Tahseen, 2023. "Influence of renewable energy infrastructure, Chinese outward FDI, and technical efficiency on ecological sustainability in belt and road node economies," Renewable Energy, Elsevier, vol. 205(C), pages 608-616.
    9. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    10. Wang, Li-Hsun & Lin, Chu-Hsiung & Fung, Hung-Gay & Kao, Tzu-Chuan, 2019. "Foreign direct investment and downside risk: Evidence from Taiwan," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
    11. Li, Haichao & Su, Yuqi & Ding, Chante Jian & Tian, Gary Gang & Wu, Zhan, 2024. "Unveiling the green innovation paradox: Exploring the impact of carbon emission reduction on corporate green technology innovation," Technological Forecasting and Social Change, Elsevier, vol. 207(C).
    12. Wang, Juntian & Chen, Jingwei & Li, Rongrong, 2023. "Outward foreign direct investment and urban green productivity: Promote or inhibit?," International Review of Economics & Finance, Elsevier, vol. 88(C), pages 516-530.
    13. Lin, Woon Leong & Ho, Jo Ann & Sambasivan, Murali & Yip, Nick & Mohamed, Azali Bin, 2021. "Influence of green innovation strategy on brand value: The role of marketing capability and R&D intensity," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    14. Liu, Haiyue & Wang, Yile & Jiang, Jie & Wu, Peng, 2020. "How green is the “Belt and Road Initiative”? – Evidence from Chinese OFDI in the energy sector," Energy Policy, Elsevier, vol. 145(C).
    15. Pan, Xiongfeng & Li, Mengna & Wang, Mengyang & Chu, Junhui & Bo, Hongguang, 2020. "The effects of outward foreign direct investment and reverse technology spillover on China's carbon productivity," Energy Policy, Elsevier, vol. 145(C).
    16. Hoffmann, Volker H., 2007. "EU ETS and Investment Decisions:: The Case of the German Electricity Industry," European Management Journal, Elsevier, vol. 25(6), pages 464-474, December.
    17. Kathleen Herbohn & Ru Gao & Peter Clarkson, 2019. "Evidence on Whether Banks Consider Carbon Risk in Their Lending Decisions," Journal of Business Ethics, Springer, vol. 158(1), pages 155-175, August.
    18. Minh-Lý Liêu & Thuy Dao & Tam Huy Nguyen & Vu Quang Trinh, 2024. "Climate governance and carbon risk in the global energy sector: Insights into corporate environmental initiatives," Post-Print hal-04834052, HAL.
    19. Acheampong, Alex O. & Opoku, Eric Evans Osei, 2023. "Environmental degradation and economic growth: Investigating linkages and potential pathways," Energy Economics, Elsevier, vol. 123(C).
    20. Yingying Sun & Kexin Bi & Shi Yin, 2020. "Measuring and Integrating Risk Management into Green Innovation Practices for Green Manufacturing under the Global Value Chain," Sustainability, MDPI, vol. 12(2), pages 1-33, January.
    21. Russ, Katheryn Niles, 2007. "The endogeneity of the exchange rate as a determinant of FDI: A model of entry and multinational firms," Journal of International Economics, Elsevier, vol. 71(2), pages 344-372, April.
    22. Ren, Xiaoyan & Yang, Shuili, 2020. "Empirical study on location choice of Chinese OFDI," China Economic Review, Elsevier, vol. 61(C).
    23. Wang, Jiaxin & Qiang, Haofan & Liang, Yuchao & Huang, Xiang & Zhong, Wenrui, 2024. "How carbon risk affects corporate debt defaults: Evidence from Paris agreement," Energy Economics, Elsevier, vol. 129(C).
    24. Michael Christofi & Demetris Vrontis & Anna Makrides, 2022. "Exploring the role of institutions in Chinese OFDI: a systematic review and integrative framework," Asia Pacific Business Review, Taylor & Francis Journals, vol. 28(2), pages 187-213, March.
    25. Shi, Xing & Zeng, Yujie & Wu, Yanrui & Wang, Shuai, 2023. "Outward foreign direct investment and green innovation in Chinese multinational companies," International Business Review, Elsevier, vol. 32(5).
    26. Shao, Yanmin & Shang, Yan, 2016. "Decisions of OFDI Engagement and Location for Heterogeneous Multinational firms: Evidence from Chinese firms," Technological Forecasting and Social Change, Elsevier, vol. 112(C), pages 178-187.
    27. Huang, Junbing & Du, Dan & Tao, Qizhi, 2017. "An analysis of technological factors and energy intensity in China," Energy Policy, Elsevier, vol. 109(C), pages 1-9.
    28. Kong, Qunxi & Wu, Peipei & Wang, Ziqi, 2024. "Outward foreign direct investment operation modes and reverse technology spillovers: Implications for the quality of economic growth," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 1628-1639.
    29. Ren, Siyu & Hao, Yu & Wu, Haitao, 2022. "The role of outward foreign direct investment (OFDI) on green total factor energy efficiency: Does institutional quality matters? Evidence from China," Resources Policy, Elsevier, vol. 76(C).
    30. Kui Wang & Yang Hu & Jing Zhou & Feng Hu, 2023. "Fintech, Financial Constraints and OFDI: Evidence from China," Global Economic Review, Taylor & Francis Journals, vol. 52(4), pages 326-345, October.
    31. Kafouros, Mario I. & Forsans, Nicolas, 2012. "The role of open innovation in emerging economies: Do companies profit from the scientific knowledge of others?," Journal of World Business, Elsevier, vol. 47(3), pages 362-370.
    32. Bose, Sudipta & Minnick, Kristina & Shams, Syed, 2021. "Does carbon risk matter for corporate acquisition decisions?," Journal of Corporate Finance, Elsevier, vol. 70(C).
    33. Li, Fangmin & Goodell, John W. & Du, Anna Min & Yang, Tianle, 2024. "Ecological risk management: Effects of carbon risk on firm innovation investment," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    34. Fan Feng & Fa-qin Lin & Tang-you Wang, 2022. "Exchange rate appreciation and outward FDI in China," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 31(7), pages 995-1016, October.
    35. Peter Hertenstein & Dylan Sutherland & John Anderson, 2017. "Internationalization within networks: Exploring the relationship between inward and outward FDI in China’s auto components industry," Asia Pacific Journal of Management, Springer, vol. 34(1), pages 69-96, March.
    36. repec:bla:jfinan:v:59:y:2004:i:6:p:2451-2487 is not listed on IDEAS
    37. Hao, Yu & Guo, Yunxia & Guo, Yitong & Wu, Haitao & Ren, Siyu, 2020. "Does outward foreign direct investment (OFDI) affect the home country’s environmental quality? The case of China," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 109-119.
    38. Miaomiao Tao & Pierre Failler & Lim Thye Goh & Wee Yeap Lau & Hanghang Dong & Liang Xie, 2022. "Quantify the Effect of China’s Emission Trading Scheme on Low-carbon Eco-efficiency: Evidence from China’s 283 Cities," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 27(6), pages 1-33, August.
    39. Yu, Pei & Cai, Zhengfang & Sun, Yongping, 2021. "Does the emissions trading system in developing countries accelerate carbon leakage through OFDI? Evidence from China," Energy Economics, Elsevier, vol. 101(C).
    40. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    41. Tao, Miaomiao & Wu, Sihong, 2025. "From polluter pays to polluter reborn: Exploring the economic and green implications of corporate carbon risk exposure," Energy Economics, Elsevier, vol. 144(C).
    42. Huang, Nan & He, Rong & Luo, Le & Shen, Hongtao, 2024. "Carbon emission trading scheme and firm debt financing," Journal of Contemporary Accounting and Economics, Elsevier, vol. 20(1).
    43. Cheng, Zhonghua & Su, Yang, 2024. "ESG and Chinese corporate OFDI," Research in International Business and Finance, Elsevier, vol. 72(PA).
    44. Liu, Kun & Su, Xiao & Lu, Lingchen, 2024. "Carbon risk and investment efficiency: A merger and acquisition perspective," International Review of Economics & Finance, Elsevier, vol. 95(C).
    45. Qi, Jianhong & Tan, Yong & Zhang, Zhitong, 2024. "The influence of industrial robots on firm-level pollution emissions: Evidence from China," Economic Modelling, Elsevier, vol. 133(C).
    46. Safiullah, Md & Phan, Dinh Hoang Bach & Nurul Kabir, Md., 2024. "Green innovation and corporate default risk," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 95(C).
    47. Liêu, Minh-Lý & Dao, Thuy & Nguyen, Tam Huy & Trinh, Vu Quang, 2024. "Climate governance and carbon risk in the global energy sector: Insights into corporate environmental initiatives," Energy Economics, Elsevier, vol. 137(C).
    48. Ma, Guangcheng & Qin, Jiahong & Zhang, Yumeng, 2023. "Does the carbon emissions trading system reduce carbon emissions by promoting two-way FDI in developing countries? Evidence from Chinese listed companies and cities," Energy Economics, Elsevier, vol. 120(C).
    49. Liu, Liyun & Zhao, Zhenzhi & Su, Bin & Ng, Tsan Sheng & Zhang, Mingming & Qi, Lin, 2021. "Structural breakpoints in the relationship between outward foreign direct investment and green innovation: An empirical study in China," Energy Economics, Elsevier, vol. 103(C).
    50. Takao Itagaki, 1981. "The Theory of the Multinational Firm under Exchange Rate Uncertainty," Canadian Journal of Economics, Canadian Economics Association, vol. 14(2), pages 276-297, May.
    51. Laura Alfaro & Maggie Xiaoyang Chen, 2012. "Surviving the Global Financial Crisis: Foreign Ownership and Establishment Performance," American Economic Journal: Economic Policy, American Economic Association, vol. 4(3), pages 30-55, August.
    52. Feifei Tan & Hao Wan & Xiangjun Jiang & Zhiyuan Niu, 2021. "The Impact of Outward Foreign Direct Investment on Carbon Emission toward China’s Sustainable Development," Sustainability, MDPI, vol. 13(21), pages 1-16, October.
    53. Shao, Yanmin & Li, Junlong & Zhang, Xueli, 2024. "Outward foreign direct investment and green technology innovation: A company and host country perspective," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    54. Xianjing Wang & Shouming Chen & Yueqi Wang, 2023. "The Impact of Corporate Social Responsibility on Speed of OFDI under the Belt and Road Initiative," Sustainability, MDPI, vol. 15(11), pages 1-16, May.
    55. Liu, Haiyue & Wang, Yile & Huang, Ling & Zhang, Xueyong, 2021. "Outward FDI and stock price crash risk---Evidence from China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 73(C).
    56. Cui, Di & Ding, Mingfa & Han, Yikai & Suardi, Sandy, 2023. "Regulation-induced financial constraints, carbon emission and corporate innovation: Evidence from China," Energy Economics, Elsevier, vol. 127(PB).
    57. Che, Shuai & Tao, Miaomiao & Silva, Emilson & Sheng, Mingyue Selena & Zhao, Congyu & Wang, Jun, 2024. "Financial misallocation and green innovation efficiency: China's firm-level evidence," Energy Economics, Elsevier, vol. 136(C).
    58. Xing Shi & Yujie Zeng & Yanrui Wu & Shuai Wang, 2023. "Outward Foreign Direct Investment and Green Innovation in Chinese Multinational Companies," Economics Discussion / Working Papers 23-05, The University of Western Australia, Department of Economics.
    59. Barker, Roger M., 2010. "Corporate Governance, Competition, and Political Parties: Explaining Corporate Governance Change in Europe," OUP Catalogue, Oxford University Press, number 9780199576814, Decembrie.
    60. Zhang, Wenyue & Li, Jianan & Sun, Chuanwang, 2022. "The impact of OFDI reverse technology spillovers on China's energy intensity: Analysis of provincial panel data," Energy Economics, Elsevier, vol. 116(C).
    61. John Cantwell & Ram Mudambi, 2005. "MNE competence‐creating subsidiary mandates," Strategic Management Journal, Wiley Blackwell, vol. 26(12), pages 1109-1128, December.
    62. Curtin, Joseph & McInerney, Celine & Ó Gallachóir, Brian, 2017. "Financial incentives to mobilise local citizens as investors in low-carbon technologies: A systematic literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 534-547.
    63. Tao, Miaomiao & Dagestani, Abd Alwahed & Goh, Lim Thye & Zheng, Yuhang & Le, Wen, 2023. "Do China's anti-corruption efforts improve corporate productivity? A difference-in-difference exploration of Chinese listed enterprises," Socio-Economic Planning Sciences, Elsevier, vol. 87(PB).
    64. Qizhen Wang & Rong Wang & Suxia Liu, 2024. "The reverse technology spillover effect of outward foreign direct investment, energy efficiency and carbon emissions," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(7), pages 17013-17035, July.
    65. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
    66. Balasubramanian Elango & S. Prakash Sethi, 2007. "An exploration of the relationship between country of origin (COE) and the internationalization-performance paradigm," Management International Review, Springer, vol. 47(3), pages 369-392, June.
    67. Lioui, Abraham & Sharma, Zenu, 2012. "Environmental corporate social responsibility and financial performance: Disentangling direct and indirect effects," Ecological Economics, Elsevier, vol. 78(C), pages 100-111.
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