IDEAS home Printed from https://ideas.repec.org/a/eee/riibaf/v77y2025ipbs0275531925001886.html

Differential impact of multiple risks on green and conventional bond markets: Evidence from multifractal analysis

Author

Listed:
  • Shi, Fengyuan
  • Guo, Yaoqi

Abstract

Various major events (e.g., the 2008 economic crisis, the COVID-19 pandemic, and the Russia–Ukraine war) have introduced a surge in uncertainty across various fields, causing severe harm to financial markets. From a multifractal perspective, this study explores the correlation between economic, geopolitical, market, and energy uncertainties and green and conventional bond markets. By analyzing data from the economic policy uncertainty index, geopolitical risk index, market volatility index, crude oil volatility index, S&P green bond index, and S&P conventional bond index, spanning the period from July 5, 2016, to February 27, 2023, the study employs asymmetric multifractal detrended cross-correlation analysis and multifractal detrended cross-correlation analysis based on risk transmission to investigates the complex correlations and interactions among these variables. Results reveal that the multifractal correlations between uncertainties and bond markets are heterogeneous and related to uncertainty fields, bond market types, time series trends, and size fluctuations. Large fluctuations primarily cause multifractals between uncertainties and bond markets. Moreover, the findings indicate that bond markets must pay attention to risks from the economic and geopolitical fields and can avoid the risks from the market and energy fields. The results also confirm that green bonds are generally more risk-averse than conventional bonds.

Suggested Citation

  • Shi, Fengyuan & Guo, Yaoqi, 2025. "Differential impact of multiple risks on green and conventional bond markets: Evidence from multifractal analysis," Research in International Business and Finance, Elsevier, vol. 77(PB).
  • Handle: RePEc:eee:riibaf:v:77:y:2025:i:pb:s0275531925001886
    DOI: 10.1016/j.ribaf.2025.102932
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0275531925001886
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ribaf.2025.102932?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Fernandes, Leonardo H.S. & Silva, José W.L. & de Araujo, Fernando H.A. & Ferreira, Paulo & Aslam, Faheem & Tabak, Benjamin Miranda, 2022. "Interplay multifractal dynamics among metal commodities and US-EPU," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 606(C).
    2. Pham, Linh & Nguyen, Canh Phuc, 2022. "How do stock, oil, and economic policy uncertainty influence the green bond market?," Finance Research Letters, Elsevier, vol. 45(C).
    3. Wang, Xiong & Li, Jingyao & Ren, Xiaohang, 2022. "Asymmetric causality of economic policy uncertainty and oil volatility index on time-varying nexus of the clean energy, carbon and green bond," International Review of Financial Analysis, Elsevier, vol. 83(C).
    4. Wang, Feng & Liu, Jianfang, 2024. "Green bond and corporate environmental investment: The moderating effect of environmental concern," Finance Research Letters, Elsevier, vol. 65(C).
    5. Wang, Zhuqing & Wang, Xinyu & Cheng, Qiuying & Shi, Song, 2024. "Heterogeneous impact of economic and political uncertainty on green bond volatility: Evidence from the MRS-GARCH-MIDAS-Skewed T model," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    6. Aslam, Faheem & Zil-e-huma, & Bibi, Rashida & Ferreira, Paulo, 2022. "Cross-correlations between economic policy uncertainty and precious and industrial metals: A multifractal cross-correlation analysis," Resources Policy, Elsevier, vol. 75(C).
    7. Guo, Yaoqi & Deng, Yiwen & Zhang, Hongwei, 2023. "How do composite and categorical economic policy uncertainties affect the long-term correlation between China's stock and conventional/green bond markets?," Finance Research Letters, Elsevier, vol. 57(C).
    8. Cao, Guangxi & Zhou, Ling, 2019. "Asymmetric risk transmission effect of cross-listing stocks between mainland and Hong Kong stock markets based on MF-DCCA method," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 526(C).
    9. Naeem, Muhammad Abubakr & Farid, Saqib & Ferrer, Román & Shahzad, Syed Jawad Hussain, 2021. "Comparative efficiency of green and conventional bonds pre- and during COVID-19: An asymmetric multifractal detrended fluctuation analysis," Energy Policy, Elsevier, vol. 153(C).
    10. Yonghong Jiang & Gengyu Tian & Yiqi Wu & Bin Mo, 2022. "Impacts of geopolitical risks and economic policy uncertainty on Chinese tourism‐listed company stock," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 320-333, January.
    11. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    12. Lin, Ling & Jiang, Yong & Zhou, Zhongbao, 2024. "Asymmetric spillover and network connectedness of policy uncertainty, fossil fuel energy, and global ESG investment," Applied Energy, Elsevier, vol. 368(C).
    13. Jesús Fernández-Villaverde & Pablo Guerrón-Quintana & Keith Kuester & Juan Rubio-Ramírez, 2015. "Fiscal Volatility Shocks and Economic Activity," American Economic Review, American Economic Association, vol. 105(11), pages 3352-3384, November.
    14. Silva, Florinda & Ferreira, André & Cortez, Maria Céu, 2024. "The performance of green bond portfolios under climate uncertainty: A comparative analysis with conventional and black bond portfolios," Research in International Business and Finance, Elsevier, vol. 70(PA).
    15. Umar, Zaghum & Hadhri, Sinda & Abakah, Emmanuel Joel Aikins & Usman, Muhammad & Umar, Muhammad, 2024. "Return and volatility spillovers among oil price shocks and international green bond markets," Research in International Business and Finance, Elsevier, vol. 69(C).
    16. Su, Tong & Shi, Yuning & Lin, Boqiang, 2023. "Label or lever? The role of reputable underwriters in Chinese green bond financing," Finance Research Letters, Elsevier, vol. 53(C).
    17. Dong, Xiyong & Xiong, Youlin & Nie, Siyue & Yoon, Seong-Min, 2023. "Can bonds hedge stock market risks? Green bonds vs conventional bonds," Finance Research Letters, Elsevier, vol. 52(C).
    18. Gao, Xing-Lu & Shao, Ying-Hui & Yang, Yan-Hong & Zhou, Wei-Xing, 2022. "Do the global grain spot markets exhibit multifractal nature?," Chaos, Solitons & Fractals, Elsevier, vol. 164(C).
    19. 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).
    20. Ren, Xiaohang & Li, Jingyao & He, Feng & Lucey, Brian, 2023. "Impact of climate policy uncertainty on traditional energy and green markets: Evidence from time-varying granger tests," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).
    21. Yang, Jianlei & Yang, Chunpeng, 2021. "The impact of mixed-frequency geopolitical risk on stock market returns," Economic Analysis and Policy, Elsevier, vol. 72(C), pages 226-240.
    22. Sebastian Opitz & Alexander Szimayer, 2018. "What drives flight to quality?," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(S1), pages 529-571, November.
    23. Li, Rongnan & Zhou, Qi & Xu, Weijun, 2025. "Do green bonds have an advantage in information disclosure?," International Review of Financial Analysis, Elsevier, vol. 101(C).
    24. Lu, Man & Yin, Libo & Chen, Fengwen, 2025. "How does macroeconomic uncertainty influence energy futures?: Evidence from extraordinary events," Research in International Business and Finance, Elsevier, vol. 76(C).
    25. Saâdaoui, Foued, 2023. "Skewed multifractal scaling of stock markets during the COVID-19 pandemic," Chaos, Solitons & Fractals, Elsevier, vol. 170(C).
    26. Che, Ming & Wang, Li & Li, Yujia, 2024. "Global economic policy uncertainty and oil price uncertainty: Which is more important for global economic activity?," Energy, Elsevier, vol. 310(C).
    27. Mensi, Walid & Vo, Xuan Vinh & Kang, Sang Hoon, 2022. "Upward/downward multifractality and efficiency in metals futures markets: The impacts of financial and oil crises," Resources Policy, Elsevier, vol. 76(C).
    28. Wei-Xing Zhou, 2008. "Multifractal detrended cross-correlation analysis for two nonstationary signals," Papers 0803.2773, arXiv.org.
    29. Sohag, Kazi & Hammoudeh, Shawkat & Elsayed, Ahmed H. & Mariev, Oleg & Safonova, Yulia, 2022. "Do geopolitical events transmit opportunity or threat to green markets? Decomposed measures of geopolitical risks," Energy Economics, Elsevier, vol. 111(C).
    30. Doğan, Buhari & Trabelsi, Nader & Tiwari, Aviral Kumar & Ghosh, Sudeshna, 2023. "Dynamic dependence and causality between crude oil, green bonds, commodities, geopolitical risks, and policy uncertainty," The Quarterly Review of Economics and Finance, Elsevier, vol. 89(C), pages 36-62.
    31. Marques, António Cardoso & Fuinhas, José Alberto & Pereira, Diogo André, 2018. "Have fossil fuels been substituted by renewables? An empirical assessment for 10 European countries," Energy Policy, Elsevier, vol. 116(C), pages 257-265.
    32. Dirk G. Baur & Brian M. Lucey, 2010. "Is Gold a Hedge or a Safe Haven? An Analysis of Stocks, Bonds and Gold," The Financial Review, Eastern Finance Association, vol. 45(2), pages 217-229, May.
    33. Wei, Ping & Qi, Yinshu & Ren, Xiaohang & Gozgor, Giray, 2023. "The role of the COVID-19 pandemic in time-frequency connectedness between oil market shocks and green bond markets: Evidence from the wavelet-based quantile approaches," Energy Economics, Elsevier, vol. 121(C).
    34. Gao, Yang & Li, Yangyang & Wang, Yaojun, 2021. "Risk spillover and network connectedness analysis of China’s green bond and financial markets: Evidence from financial events of 2015–2020," The North American Journal of Economics and Finance, Elsevier, vol. 57(C).
    35. Yang, Yajie & Zhao, Longfeng & Zhu, Yipin & Chen, Lin & Wang, Gangjin & Wang, Chao, 2023. "Spillovers from the Russia-Ukraine conflict," Research in International Business and Finance, Elsevier, vol. 66(C).
    36. Mensi, Walid & Shafiullah, Muhammad & Vo, Xuan Vinh & Kang, Sang Hoon, 2022. "Spillovers and connectedness between green bond and stock markets in bearish and bullish market scenarios," Finance Research Letters, Elsevier, vol. 49(C).
    37. Baur, Dirk G. & McDermott, Thomas K., 2010. "Is gold a safe haven? International evidence," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1886-1898, August.
    38. Born, Benjamin & Pfeifer, Johannes, 2014. "Policy risk and the business cycle," Journal of Monetary Economics, Elsevier, vol. 68(C), pages 68-85.
    39. Su, Tong & Zhang, Zuopeng (Justin) & Lin, Boqiang, 2022. "Green bonds and conventional financial markets in China: A tale of three transmission modes," Energy Economics, Elsevier, vol. 113(C).
    40. Tian, Hao & Long, Shaobo & Li, Zixuan, 2022. "Asymmetric effects of climate policy uncertainty, infectious diseases-related uncertainty, crude oil volatility, and geopolitical risks on green bond prices," Finance Research Letters, Elsevier, vol. 48(C).
    41. Wei, Yu & Shi, Chunpei & Zhou, Chunyan & Wang, Qian & Liu, Yuntong & Wang, Yizhi, 2024. "Market volatilities vs oil shocks: Which dominate the relative performance of green bonds?," Energy Economics, Elsevier, vol. 136(C).
    42. Pham, Linh & Do, Hung Xuan, 2022. "Green bonds and implied volatilities: Dynamic causality, spillovers, and implications for portfolio management," Energy Economics, Elsevier, vol. 112(C).
    43. Gu, Xin & Zhu, Zixiang & Yu, Minli, 2021. "The macro effects of GPR and EPU indexes over the global oil market—Are the two types of uncertainty shock alike?," Energy Economics, Elsevier, vol. 100(C).
    44. Guo, Yaoqi & Shi, Fengyuan & Yu, Zhuling & Yao, Shanshan & Zhang, Hongwei, 2022. "Asymmetric multifractality in China’s energy market based on improved asymmetric multifractal cross-correlation analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 594(C).
    45. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    46. Wang, Hu & Shen, Hong, 2024. "Self-restraint or external supervision: Green bond issuance and greenwashing," Research in International Business and Finance, Elsevier, vol. 70(PB).
    47. Long, Shaobo & Tian, Hao & Li, Zixuan, 2022. "Dynamic spillovers between uncertainties and green bond markets in the US, Europe, and China: Evidence from the quantile VAR framework," International Review of Financial Analysis, Elsevier, vol. 84(C).
    48. Huang, Shupei & An, Haizhong & Gao, Xiangyun & Hao, Xiaoqing, 2016. "Unveiling heterogeneities of relations between the entire oil–stock interaction and its components across time scales," Energy Economics, Elsevier, vol. 59(C), pages 70-80.
    49. Wang, Anqi & Ding, Shusheng & Cui, Tianxiang, 2025. "Green bond market stability and Russia Ukraine conflict: The role of green inclusive finance," Research in International Business and Finance, Elsevier, vol. 74(C).
    50. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    51. Hanif, Waqas & El Khoury, Rim & Arfaoui, Nadia & Hammoudeh, Shawkat, 2025. "Are interconnectedness and spillover alike across green sectors during the COVID-19 and the Russia–Ukraine conflict?," Energy Economics, Elsevier, vol. 144(C).
    52. Tang, Yumei & Chen, Xihui Haviour & Sarker, Provash Kumer & Baroudi, Sarra, 2023. "Asymmetric effects of geopolitical risks and uncertainties on green bond markets," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    53. Cao, Guangxi & Han, Yan & Li, Qingchen & Xu, Wei, 2017. "Asymmetric MF-DCCA method based on risk conduction and its application in the Chinese and foreign stock markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 468(C), pages 119-130.
    54. Khan, Nasir & Mejri, Sami & Hammoudeh, Shawkat, 2024. "How do global commodities react to increasing geopolitical risks? New insights into the Russia-Ukraine and Palestine-Israel conflicts," Energy Economics, Elsevier, vol. 138(C).
    55. Lee, Chi-Chuan & Lee, Chien-Chiang & Li, Yong-Yi, 2021. "Oil price shocks, geopolitical risks, and green bond market dynamics," The North American Journal of Economics and Finance, Elsevier, vol. 55(C).
    56. Huseyin Gulen & Mihai Ion, 2016. "Editor's Choice Policy Uncertainty and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 29(3), pages 523-564.
    57. Cao, Guangxi & Cao, Jie & Xu, Longbing & He, LingYun, 2014. "Detrended cross-correlation analysis approach for assessing asymmetric multifractal detrended cross-correlations and their application to the Chinese financial market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 393(C), pages 460-469.
    Full references (including those not matched with items on IDEAS)

    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. Liu, Fangying & Qin, Chuan & Qin, Meng & Stefea, Petru & Norena-Chavez, Diego, 2024. "Geopolitical risk: An opportunity or a threat to the green bond market?," Energy Economics, Elsevier, vol. 131(C).
    2. Wang, Yu & Cheung, Adrian Wai Kong & Yan, Wan-Lin & Wang, Bin, 2025. "Connectedness of China’s green bond and green stock markets at the low- and high-order moments: The role of economic and climate policy uncertainty," The North American Journal of Economics and Finance, Elsevier, vol. 78(C).
    3. Zhang, Hongwei & Wei, Shiyao & Guo, Yaoqi, 2025. "Long-term correlation between the green and conventional bond markets: The roles of categorical EPU indices and structural changes," Research in International Business and Finance, Elsevier, vol. 77(PA).
    4. Jiang, Yonghong & Ao, Zhiming & Mo, Bin, 2023. "The risk spillover between China’s economic policy uncertainty and commodity markets: Evidence from frequency spillover and quantile connectedness approaches," The North American Journal of Economics and Finance, Elsevier, vol. 66(C).
    5. Tang, Yumei & Chen, Xihui Haviour & Sarker, Provash Kumer & Baroudi, Sarra, 2023. "Asymmetric effects of geopolitical risks and uncertainties on green bond markets," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    6. Abdullah, Mohammad & Chowdhury, Mohammad Ashraful Ferdous & Sulong, Zunaidah, 2023. "Asymmetric efficiency and connectedness among green stocks, halal tourism stocks, cryptocurrencies, and commodities: Portfolio hedging implications," Resources Policy, Elsevier, vol. 81(C).
    7. Batra, Shallu & Tiwari, Aviral Kumar & Yadav, Mahender & Danso, Albert, 2025. "Connectedness among diverse financial assets: Evidence from cryptocurrency uncertainty indices," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
    8. Kumari, Minu & Sharma, Anil Kumar, 2025. "Unveiling the asymmetry through NARDL approach: Do geopolitical risks impact green bonds?," The Journal of Economic Asymmetries, Elsevier, vol. 32(C).
    9. Wang, Zhuqing & Wang, Xinyu & Cheng, Qiuying & Shi, Song, 2024. "Heterogeneous impact of economic and political uncertainty on green bond volatility: Evidence from the MRS-GARCH-MIDAS-Skewed T model," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    10. Li, Zixuan & Long, Shaobo & Xu, Xiang, 2025. "Dynamic spillovers between global financial stress and uncertainties: Evidence from quantile connectedness," International Review of Economics & Finance, Elsevier, vol. 103(C).
    11. Wu, Jiawen & Li, Jing-Ping & Su, Chi-Wei, 2024. "Can green bond hedges climate policy uncertainty in the United States: New insights from novel time-varying causality and quantile-on-quantile methods?," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 1158-1176.
    12. Cao, Fangzhi & Su, Chi-Wei & Qin, Meng & Moldovan, Nicoleta-Claudia, 2024. "The investment of renewable energy: Is green bond a safe-haven to hedge U.S. monetary policy uncertainty?," Energy, Elsevier, vol. 307(C).
    13. Aloui, Chaker & Mejri, Sami & Ben Hamida, Hela & Yildirim, Ramazan, 2025. "Green bonds and clean energy stocks: Safe havens against global uncertainties? A wavelet quantile-based examination," The North American Journal of Economics and Finance, Elsevier, vol. 76(C).
    14. Wang, Yu & Cheung, Adrian (Wai Kong) & Yan, Wanlin & Wang, Bin, 2024. "Green bond and green stock in China: The role of economic and climate policy uncertainty," The North American Journal of Economics and Finance, Elsevier, vol. 74(C).
    15. Werner Kristjanpoller & Benjamin Miranda Tabak, 2025. "Comparison of the asymmetric multifractal behavior of green and U.S. bonds against benchmark financial assets," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-28, December.
    16. Mensi, Walid & Selmi, Refk & Al-Kharusi, Sami & Belghouthi, Houssem Eddine & Kang, Sang Hoon, 2024. "Connectedness between green bonds, conventional bonds, oil, heating oil, natural gas, and petrol: new evidence during bear and bull market scenarios," Resources Policy, Elsevier, vol. 91(C).
    17. Xu, Danyang & Hu, Yang & Corbet, Shaen & Lang, Chunlin, 2024. "Return connectedness of green bonds and financial investment channels in China: Implications for hedging and regulation," Research in International Business and Finance, Elsevier, vol. 70(PA).
    18. Li, Jingxin & Lan, Qiujun & Wang, Xiangjin & Ge, Linnan, 2025. "Oil price shocks and green bond spreads: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 178-190.
    19. Shah, Adil Ahmad & Dar, Arif Billah & Bhanumurthy, N.R., 2021. "Are precious metals and equities immune to monetary and fiscal policy uncertainties?," Resources Policy, Elsevier, vol. 74(C).
    20. Wang, Kai-Hua & Wen, Cui-Ping & Liu, Hong-Wen & Liu, Lu, 2023. "Promotion or hindrance? Exploring the bidirectional causality between geopolitical risk and green bonds from an energy perspective," Resources Policy, Elsevier, vol. 85(PB).

    More about this item

    Keywords

    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:riibaf:v:77:y:2025:i:pb:s0275531925001886. 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/ribaf .

    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.