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Extreme spillovers among green finance, energy, and energy metals markets in China: Evidence under the dilemma of energy transition

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  • Lin, Boqiang
  • Zhang, Zongyou

Abstract

The international energy market has been frequently impacted by extreme events over the years, leading to significant fluctuations in energy-related markets. This has posed great challenges for China's transition towards green energy. Previous literature has extensively explored various aspects of energy markets and their associated risks, yet the specific investigation into the extreme spillover among China's green finance, energy, and energy metals markets under different market conditions remains an area that demands further examination. Using daily data from January 2016 to December 2023, the study adopts a QVAR-based connectedness method to investigate the extreme spillover among China's green finance, energy, and energy metals markets. The findings reveal that: (1) Total spillovers vary over time and extreme market conditions exhibit higher total spillovers than normal market conditions. (2) The clean energy market consistently serves as a transmitter while the green finance and coal markets act as receivers. (3) During transitions from normal to extreme market conditions, energy metals shift from being risk takers to risk transmitters. These study results have important implications for policymakers seeking a holistic comprehension of risk contagion across energy and energy-related markets during China's energy transition.

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  • Lin, Boqiang & Zhang, Zongyou, 2025. "Extreme spillovers among green finance, energy, and energy metals markets in China: Evidence under the dilemma of energy transition," Renewable Energy, Elsevier, vol. 241(C).
    • Handle: RePEc:eee:renene:v:241:y:2025:i:c:s0960148125000655
    DOI: 10.1016/j.renene.2025.122403
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    1. Betz, Frank & Hautsch, Nikolaus & Peltonen, Tuomas A. & Schienle, Melanie, 2016. "Systemic risk spillovers in the European banking and sovereign network," Journal of Financial Stability, Elsevier, vol. 25(C), pages 206-224.
    2. Diebold, Francis X. & Yılmaz, Kamil, 2014. "On the network topology of variance decompositions: Measuring the connectedness of financial firms," Journal of Econometrics, Elsevier, vol. 182(1), pages 119-134.
    3. Behmiri, Niaz Bashiri & Manera, Matteo, 2015. "The role of outliers and oil price shocks on volatility of metal prices," Resources Policy, Elsevier, vol. 46(P2), pages 139-150.
    4. Zhao, Shixiu & He, Xiaoyi & Faxritdinovna, Kenjayeva Umriya, 2023. "Does industrial structure changes matter in renewable energy development? Mediating role of green finance development," Renewable Energy, Elsevier, vol. 214(C), pages 350-358.
    5. Liu, Xiaoyu & Zhao, Ti & Li, Ran, 2023. "Studying the green economic growth with clean energy and green finance: The role of financial policy," Renewable Energy, Elsevier, vol. 215(C).
    6. Dai, Zhifeng & Zhu, Haoyang & Zhang, Xinhua, 2022. "Dynamic spillover effects and portfolio strategies between crude oil, gold and Chinese stock markets related to new energy vehicle," Energy Economics, Elsevier, vol. 109(C).
    7. Zheng, Biao & Zhang, Yuquan & Chen, Yufeng, 2021. "Asymmetric connectedness and dynamic spillovers between renewable energy and rare earth markets in China: Evidence from firms’ high-frequency data," Resources Policy, Elsevier, vol. 71(C).
    8. Liu, Xiaorui & Guo, Wen, 2025. "Dynamic impact of green finance on renewable energy development: Based on scale, structure, and efficiency perspectives," Renewable Energy, Elsevier, vol. 238(C).
    9. Lee, Chien-Chiang & Wang, Fuhao & Chang, Yu-Fang, 2023. "Does green finance promote renewable energy? Evidence from China," Resources Policy, Elsevier, vol. 82(C).
    10. Thibault Briera & Julien Lefèvre, 2024. "Reducing the cost of capital through international climate finance to accelerate the renewable energy transition in developing countries," Post-Print hal-04824002, HAL.
    11. Saeed, Tareq & Bouri, Elie & Alsulami, Hamed, 2021. "Extreme return connectedness and its determinants between clean/green and dirty energy investments," Energy Economics, Elsevier, vol. 96(C).
    12. Peters, Jeffrey C., 2017. "Natural gas and spillover from the US Clean Power Plan into the Paris Agreement," Energy Policy, Elsevier, vol. 106(C), pages 41-47.
    13. Arif, Muhammad & Hasan, Mudassar & Alawi, Suha M. & Naeem, Muhammad Abubakr, 2021. "COVID-19 and time-frequency connectedness between green and conventional financial markets," Global Finance Journal, Elsevier, vol. 49(C).
    14. Bouri, Elie & Lucey, Brian & Saeed, Tareq & Vo, Xuan Vinh, 2020. "Extreme spillovers across Asian-Pacific currencies: A quantile-based analysis," International Review of Financial Analysis, Elsevier, vol. 72(C).
    15. Jiang, Wei & Chen, Yunfei, 2022. "The time-frequency connectedness among metal, energy and carbon markets pre and during COVID-19 outbreak," Resources Policy, Elsevier, vol. 77(C).
    16. Umar, Muhammad & Farid, Saqib & Naeem, Muhammad Abubakr, 2022. "Time-frequency connectedness among clean-energy stocks and fossil fuel markets: Comparison between financial, oil and pandemic crisis," Energy, Elsevier, vol. 240(C).
    17. Hodgkinson, Jane H. & Smith, Michael H., 2021. "Climate change and sustainability as drivers for the next mining and metals boom: The need for climate-smart mining and recycling," Resources Policy, Elsevier, vol. 74(C).
    18. Qiao, Sen & Chang, Yuan & Mai, Xi Xi & Dang, Yi Jing, 2024. "Climate policy uncertainty, clean energy and energy metals: A quantile time-frequency spillover study," Energy Economics, Elsevier, vol. 139(C).
    19. Gustafsson, Robert & Dutta, Anupam & Bouri, Elie, 2022. "Are energy metals hedges or safe havens for clean energy stock returns?," Energy, Elsevier, vol. 244(PA).
    20. Mzoughi, Hela & Urom, Christian & Guesmi, Khaled, 2022. "Downside and upside risk spillovers between green finance and energy markets," Finance Research Letters, Elsevier, vol. 47(PA).
    21. Liu, Fangying & Su, Chi Wei & Qin, Meng & Lobonţ, Oana-Ramona, 2023. "Winner or loser? The bidirectional impact between geopolitical risk and energy transition from the renewable energy perspective," Energy, Elsevier, vol. 283(C).
    22. An, Chao & Zhou, Peng, 2024. "Energy transition affordability in China: Disparities and determinants," Energy Economics, Elsevier, vol. 140(C).
    23. Dai, Zhifeng & Zhang, Xiaotong & Yin, Zhujia, 2023. "Extreme time-varying spillovers between high carbon emission stocks, green bond and crude oil: Evidence from a quantile-based analysis," Energy Economics, Elsevier, vol. 118(C).
    24. Yahya, Muhammad & Kanjilal, Kakali & Dutta, Anupam & Uddin, Gazi Salah & Ghosh, Sajal, 2021. "Can clean energy stock price rule oil price? New evidences from a regime-switching model at first and second moments," Energy Economics, Elsevier, vol. 95(C).
    25. Song, Yingjie & Ji, Qiang & Du, Ya-Juan & Geng, Jiang-Bo, 2019. "The dynamic dependence of fossil energy, investor sentiment and renewable energy stock markets," Energy Economics, Elsevier, vol. 84(C).
    26. Cui, Jinxin & Goh, Mark & Zou, Huiwen, 2021. "Coherence, extreme risk spillovers, and dynamic linkages between oil and China’s commodity futures markets," Energy, Elsevier, vol. 225(C).
    27. Zhang, Hongwei & Zhang, Yubo & Gao, Wang & Li, Yingli, 2023. "Extreme quantile spillovers and drivers among clean energy, electricity and energy metals markets," International Review of Financial Analysis, Elsevier, vol. 86(C).
    28. Pham, Linh, 2019. "Do all clean energy stocks respond homogeneously to oil price?," Energy Economics, Elsevier, vol. 81(C), pages 355-379.
    29. Jiang, Wei & Dong, Lingfei & Liu, Xinyi, 2023. "How does COVID-19 affect the spillover effects of green finance, carbon markets, and renewable/non-renewable energy markets? Evidence from China," Energy, Elsevier, vol. 281(C).
    30. Gong, Xu & Shi, Rong & Xu, Jun & Lin, Boqiang, 2021. "Analyzing spillover effects between carbon and fossil energy markets from a time-varying perspective," Applied Energy, Elsevier, vol. 285(C).
    31. Dendramis, Yiannis & Kapetanios, George & Tzavalis, Elias, 2015. "Shifts in volatility driven by large stock market shocks," Journal of Economic Dynamics and Control, Elsevier, vol. 55(C), pages 130-147.
    32. Tomohiro Ando & Matthew Greenwood-Nimmo & Yongcheol Shin, 2022. "Quantile Connectedness: Modeling Tail Behavior in the Topology of Financial Networks," Management Science, INFORMS, vol. 68(4), pages 2401-2431, April.
    33. Zhang, Chuanguo & Tu, Xiaohua, 2016. "The effect of global oil price shocks on China's metal markets," Energy Policy, Elsevier, vol. 90(C), pages 131-139.
    34. Li, Hailing & Li, Yuxin & Zhang, Hua, 2023. "The spillover effects among the traditional energy markets, metal markets and sub-sector clean energy markets," Energy, Elsevier, vol. 275(C).
    35. Cui, Jinxin & Maghyereh, Aktham & Goh, Mark & Zou, Huiwen, 2022. "Risk spillovers and time-varying links between international oil and China’s commodity futures markets: Fresh evidence from the higher-order moments," Energy, Elsevier, vol. 238(PB).
    36. Sun, Gebing & Li, Guozhi & Dilanchiev, Azer & Kazimova, Asli, 2023. "Promotion of green financing: Role of renewable energy and energy transition in China," Renewable Energy, Elsevier, vol. 210(C), pages 769-775.
    37. Diebold, Francis X. & Yilmaz, Kamil, 2012. "Better to give than to receive: Predictive directional measurement of volatility spillovers," International Journal of Forecasting, Elsevier, vol. 28(1), pages 57-66.
    38. Yahya, Muhammad & Ghosh, Sajal & Kanjilal, Kakali & Dutta, Anupam & Uddin, Gazi Salah, 2020. "Evaluation of cross-quantile dependence and causality between non-ferrous metals and clean energy indexes," Energy, Elsevier, vol. 202(C).
    39. Wu, Ruirui & Li, Bin & Qin, Zhongfeng, 2024. "Spillovers and dependency between green finance and traditional energy markets under different market conditions," Energy Policy, Elsevier, vol. 192(C).
    40. Briera, Thibault & Lefèvre, Julien, 2024. "Reducing the cost of capital through international climate finance to accelerate the renewable energy transition in developing countries," Energy Policy, Elsevier, vol. 188(C).
    41. Alharbi, Samar S. & Al Mamun, Md & Boubaker, Sabri & Rizvi, Syed Kumail Abbas, 2023. "Green finance and renewable energy: A worldwide evidence," Energy Economics, Elsevier, vol. 118(C).
    42. Guo, Wen & Yang, Bo & Ji, Jiong & Liu, Xiaorui, 2023. "Green finance development drives renewable energy development: Mechanism analysis and empirical research," Renewable Energy, Elsevier, vol. 215(C).
    43. Chen, Jinyu & Liang, Zhipeng & Ding, Qian & Liu, Zhenhua, 2022. "Extreme spillovers among fossil energy, clean energy, and metals markets: Evidence from a quantile-based analysis," Energy Economics, Elsevier, vol. 107(C).
    44. Wang, Yajun & Yuan, Zheng & Luo, Hanyu & Zeng, Hui & Huang, Junbing & Li, Yulin, 2024. "Promoting low-carbon energy transition through green finance: New evidence from a demand-supply perspective," Energy Policy, Elsevier, vol. 195(C).
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