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Is it risky to go green? A volatility analysis of the green bond market

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  1. Louis T. W. Cheng & Piyush Sharma & David C. Broadstock, 2023. "Interactive effects of brand reputation and ESG on green bond issues: A sustainable development perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 32(1), pages 570-586, January.
  2. Shashank Bansal & Satya Prakash Mani & Himanshu Gupta & Shipra Maurya, 2023. "Sustainable development of the green bond markets in India: Challenges and strategies," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(1), pages 237-252, February.
  3. Elsayed, Ahmed H. & Naifar, Nader & Nasreen, Samia & Tiwari, Aviral Kumar, 2022. "Dependence structure and dynamic connectedness between green bonds and financial markets: Fresh insights from time-frequency analysis before and during COVID-19 pandemic," Energy Economics, Elsevier, vol. 107(C).
  4. Madaleno, Mara & Dogan, Eyup & Taskin, Dilvin, 2022. "A step forward on sustainability: The nexus of environmental responsibility, green technology, clean energy and green finance," Energy Economics, Elsevier, vol. 109(C).
  5. Kanamura, Takashi, 2021. "Risk Mitigation and Return Resilience for High Yield Bond ETFs with ESG Components," Finance Research Letters, Elsevier, vol. 41(C).
  6. Arkadiusz Orzechowski & Małgorzata Bombol, 2022. "Energy Security, Sustainable Development and the Green Bond Market," Energies, MDPI, vol. 15(17), pages 1-17, August.
  7. Kocaarslan, Baris & Mushtaq, Rizwan, 2024. "The impact of liquidity conditions on the time-varying link between U.S. municipal green bonds and major risky markets during the COVID-19 crisis: A machine learning approach," Energy Policy, Elsevier, vol. 184(C).
  8. Ringstad, Ingrid Emilie Flessum & Tselika, Kyriaki, 2023. "Time and frequency dynamics of connectedness between green bonds, clean energy markets and carbon prices," Discussion Papers 2023/18, Norwegian School of Economics, Department of Business and Management Science.
  9. Pham, Linh, 2021. "Frequency connectedness and cross-quantile dependence between green bond and green equity markets," Energy Economics, Elsevier, vol. 98(C).
  10. Sohag, Kazi & Sokolova, Yulia & Vilamová, Šárka & Blueschke, Dmitri, 2023. "Volatility transmission from critical minerals prices to green investments," Resources Policy, Elsevier, vol. 82(C).
  11. Riaz Tabassum & Selama Aslam Izah & Nor Normaziah Mohd & Hassan Ahmad Fahmi Sheikh, 2024. "Meaningful Review of Existing Trends, Expansion, and Future Directions of Green Bond Research: A Bibliometric Approach," Studia Universitatis „Vasile Goldis” Arad – Economics Series, Sciendo, vol. 34(1), pages 1-36, March.
  12. Ayman Abdalmajeed Alsmadi & Manaf Al-Okaily & Najed Alrawashdeh & Anwar Al-Gasaymeh & Amer Moh’d Al-hazimeh & Abdulrasheed Zakari, 2023. "A Bibliometric Analysis of Green Bonds and Sustainable Green Energy: Evidence from the Last Fifteen Years (2007–2022)," Sustainability, MDPI, vol. 15(7), pages 1-16, March.
  13. Flavin, Thomas & Sheenan, Lisa, 2023. "Can Green Bonds be a Safe Haven for Equity Investors?," QBS Working Paper Series 2023/06, Queen's University Belfast, Queen's Business School.
  14. Antonio Lombardi Netto & Valerio Antonio Pamplona Salomon & Miguel Angel Ortiz Barrios, 2021. "Multi-Criteria Analysis of Green Bonds: Hybrid Multi-Method Applications," Sustainability, MDPI, vol. 13(19), pages 1-20, September.
  15. Liu, Min & Guo, Tongji & Ping, Weiying & Luo, Liangqing, 2023. "Sustainability and stability: Will ESG investment reduce the return and volatility spillover effects across the Chinese financial market?," Energy Economics, Elsevier, vol. 121(C).
  16. Reboredo, Juan C. & Ugolini, Andrea & Aiube, Fernando Antonio Lucena, 2020. "Network connectedness of green bonds and asset classes," Energy Economics, Elsevier, vol. 86(C).
  17. 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).
  18. Han, Yingwei & Li, Jie, 2022. "Should investors include green bonds in their portfolios? Evidence for the USA and Europe," International Review of Financial Analysis, Elsevier, vol. 80(C).
  19. Kocaarslan, Baris & Soytas, Ugur, 2023. "The role of major markets in predicting the U.S. municipal green bond market performance: New evidence from machine learning models," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
  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. Huynh, Toan Luu Duc & Hille, Erik & Nasir, Muhammad Ali, 2020. "Diversification in the age of the 4th industrial revolution: The role of artificial intelligence, green bonds and cryptocurrencies," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
  22. Adekoya, Oluwasegun B. & Oliyide, Johnson A. & Asl, Mahdi Ghaemi & Jalalifar, Saba, 2021. "Financing the green projects: Market efficiency and volatility persistence of green versus conventional bonds, and the comparative effects of health and financial crises," International Review of Financial Analysis, Elsevier, vol. 78(C).
  23. Giuseppe Cortellini & Ida Claudia Panetta, 2021. "Green Bond: A Systematic Literature Review for Future Research Agendas," JRFM, MDPI, vol. 14(12), pages 1-29, December.
  24. Yuan, Xi & Qin, Meng & Zhong, Yifan & Nicoleta-Claudia, Moldovan, 2023. "Financial roles in green investment based on the quantile connectedness," Energy Economics, Elsevier, vol. 117(C).
  25. Mzoughi, Hela & Amar, Amine Ben & Guesmi, Khaled & Benkraiem, Ramzi, 2024. "Blockchain markets, green finance investments, and environmental impacts," Research in International Business and Finance, Elsevier, vol. 69(C).
  26. Pham, Linh & Nguyen, Canh Phuc, 2021. "Asymmetric tail dependence between green bonds and other asset classes," Global Finance Journal, Elsevier, vol. 50(C).
  27. Jiang, Yonghong & Wang, Jieru & Ao, Zhiming & Wang, Yujou, 2022. "The relationship between green bonds and conventional financial markets: Evidence from quantile-on-quantile and quantile coherence approaches," Economic Modelling, Elsevier, vol. 116(C).
  28. Arif, Muhammad & Naeem, Muhammad Abubakr & Farid, Saqib & Nepal, Rabindra & Jamasb, Tooraj, 2022. "Diversifier or more? Hedge and safe haven properties of green bonds during COVID-19," Energy Policy, Elsevier, vol. 168(C).
  29. Muhammad Abubakr Naeem & Sitara Karim & Tooraj Jamasb & Rabindra Nepal, 2022. "Risk transmission between green markets and commodities," CAMA Working Papers 2022-18, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
  30. 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).
  31. Umar, Zaghum & Abrar, Afsheen & Hadhri, Sinda & Sokolova, Tatiana, 2023. "The connectedness of oil shocks, green bonds, sukuks and conventional bonds," Energy Economics, Elsevier, vol. 119(C).
  32. Goodell, John W. & Corbet, Shaen & Yadav, Miklesh Prasad & Kumar, Satish & Sharma, Sudhi & Malik, Kunjana, 2022. "Time and frequency connectedness of green equity indices: Uncovering a socially important link to Bitcoin," International Review of Financial Analysis, Elsevier, vol. 84(C).
  33. 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).
  34. Sharma, Gagan Deep & Sarker, Tapan & Rao, Amar & Talan, Gaurav & Jain, Mansi, 2022. "Revisiting conventional and green finance spillover in post-COVID world: Evidence from robust econometric models," Global Finance Journal, Elsevier, vol. 51(C).
  35. Akhtaruzzaman, Md & Banerjee, Ameet Kumar & Ghardallou, Wafa & Umar, Zaghum, 2022. "Is greenness an optimal hedge for sectoral stock indices?," Economic Modelling, Elsevier, vol. 117(C).
  36. 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).
  37. Munir Khamis & Dalal Aassouli, 2023. "The Eligibility of Green Bonds as Safe Haven Assets: A Systematic Review," Sustainability, MDPI, vol. 15(8), pages 1-27, April.
  38. Yevheniia Antoniuk & Thomas Leirvik, 2021. "Climate Transition Risk and the Impact on Green Bonds," JRFM, MDPI, vol. 14(12), pages 1-19, December.
  39. 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).
  40. 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).
  41. Jiasheng Yu & Maojun Zhang & Ruoyu Liu & Guodong Wang, 2023. "Dynamic Effects of Climate Policy Uncertainty on Green Bond Volatility: An Empirical Investigation Based on TVP-VAR Models," Sustainability, MDPI, vol. 15(2), pages 1-17, January.
  42. Kocaarslan, Baris, 2023. "Funding liquidity risk and the volatility of U.S. municipal green bonds during the COVID-19 pandemic," Finance Research Letters, Elsevier, vol. 58(PD).
  43. 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).
  44. Boqiang Lin & Tong Su, 2023. "Uncertainties and green bond markets: Evidence from tail dependence," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(4), pages 4458-4475, October.
  45. Juan Camilo Mejía-Escobar & Juan David González-Ruiz & Giovanni Franco-Sepúlveda, 2021. "Current State and Development of Green Bonds Market in the Latin America and the Caribbean," Sustainability, MDPI, vol. 13(19), pages 1-25, September.
  46. Joao Leitao & Joaquim Ferreira & Ernesto Santibanez‐Gonzalez, 2021. "Green bonds, sustainable development and environmental policy in the European Union carbon market," Business Strategy and the Environment, Wiley Blackwell, vol. 30(4), pages 2077-2090, May.
  47. Aamir Aijaz Syed & Farhan Ahmed & Muhammad Abdul Kamal & Assad Ullah & Jose Pedro Ramos-Requena, 2022. "Is There an Asymmetric Relationship between Economic Policy Uncertainty, Cryptocurrencies, and Global Green Bonds? Evidence from the United States of America," Mathematics, MDPI, vol. 10(5), pages 1-15, February.
  48. Liu, Min, 2022. "The driving forces of green bond market volatility and the response of the market to the COVID-19 pandemic," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 288-309.
  49. Naeem, Muhammad Abubakr & Nguyen, Thi Thu Ha & Nepal, Rabindra & Ngo, Quang-Thanh & Taghizadeh–Hesary, Farhad, 2021. "Asymmetric relationship between green bonds and commodities: Evidence from extreme quantile approach," Finance Research Letters, Elsevier, vol. 43(C).
  50. Ngoepe, Letlhogonolo Kearabilwe & Bonga-Bonga, Lumengo, 2024. "The connectedness of financial risk and green financial instruments: a dynamic and frequency analysis," MPRA Paper 121091, University Library of Munich, Germany.
  51. 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).
  52. Marco Schletz & Ana Cardoso & Gabriela Prata Dias & Søren Salomo, 2020. "How Can Blockchain Technology Accelerate Energy Efficiency Interventions? A Use Case Comparison," Energies, MDPI, vol. 13(22), pages 1-23, November.
  53. Gao, Yang & Zhou, Yueyi & Zhao, Longfeng, 2024. "Quantile interdependence and network connectedness between China's green financial and energy markets," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 1148-1177.
  54. Man, Yuanyuan & Zhang, Sunpei & Liu, Jianing, 2023. "Dynamic connectedness, asymmetric risk spillovers, and hedging performance of China's green bonds," Finance Research Letters, Elsevier, vol. 56(C).
  55. Abakah, Emmanuel Joel Aikins & Tiwari, Aviral Kumar & Adekoya, Oluwasegun B. & Oteng-Abayie, Eric Fosu, 2023. "An analysis of the time-varying causality and dynamic correlation between green bonds and US gas prices," Technological Forecasting and Social Change, Elsevier, vol. 186(PA).
  56. Le, TN-Lan & Abakah, Emmanuel Joel Aikins & Tiwari, Aviral Kumar, 2021. "Time and frequency domain connectedness and spill-over among fintech, green bonds and cryptocurrencies in the age of the fourth industrial revolution," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
  57. Rongyan Liu & Deqing Wang & Li Zhang & Lihong Zhang, 2019. "Can green financial development promote regional ecological efficiency? A case study of China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 95(1), pages 325-341, January.
  58. 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).
  59. Xu, Danyang & Hu, Yang & Corbet, Shaen & Hou, Yang (Greg) & Oxley, Les, 2024. "Green bonds and traditional and emerging investments: Understanding connectedness during crises," The North American Journal of Economics and Finance, Elsevier, vol. 72(C).
  60. Zhen Sun & Jianfen Feng & Rongxi Zhou & Yue Yu & Yaojian Deng, 2022. "Can Labeled Green Bonds Reduce Financing Cost in China?," Sustainability, MDPI, vol. 14(20), pages 1-14, October.
  61. Siddique, Md. Abubakar & Nobanee, Haitham & Hasan, Md. Bokhtiar & Uddin, Gazi Salah & Nahiduzzaman, Md., 2024. "Is investing in green assets costlier? Green vs. non-green financial assets," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 1460-1481.
  62. Bouteska, Ahmed & Ha, Le Thanh & Bhuiyan, Faruk & Sharif, Taimur & Abedin, Mohammad Zoynul, 2024. "Contagion between investor sentiment and green bonds in China during the global uncertainties," International Review of Economics & Finance, Elsevier, vol. 93(PA), pages 469-484.
  63. Gazi Salah Uddin & Muhammad Yahya & Ali Ahmed & Donghyun Park & Shu Tian, 2024. "In search of light in the darkness: What can we learn from ethical, sustainable and green investments?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(2), pages 1451-1495, April.
  64. Roy Kouwenberg & Chenglong Zheng, 2023. "A Review of the Global Climate Finance Literature," Sustainability, MDPI, vol. 15(2), pages 1-32, January.
  65. Billah, Mabruk & Elsayed, Ahmed H. & Hadhri, Sinda, 2023. "Asymmetric relationship between green bonds and Sukuk markets: The role of global risk factors," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 83(C).
  66. Reboredo, Juan C., 2018. "Green bond and financial markets: Co-movement, diversification and price spillover effects," Energy Economics, Elsevier, vol. 74(C), pages 38-50.
  67. 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).
  68. 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).
  69. Tiwari, Aviral Kumar & Abakah, Emmanuel Joel Aikins & Doğan, Buhari & Ghosh, Sudeshna, 2023. "Sustainable debt and gas markets: A new look using the time-varying wavelet-windowed cross-correlation approach," Energy Economics, Elsevier, vol. 120(C).
  70. Zhao, Mingguo & Park, Hail, 2024. "Quantile time-frequency spillovers among green bonds, cryptocurrencies, and conventional financial markets," International Review of Financial Analysis, Elsevier, vol. 93(C).
  71. 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).
  72. Yadav, Mikesh Prasad & Pandey, Asheesh & Taghizadeh-Hesary, Farhad & Arya, Vandana & Mishra, Nandita, 2023. "Volatility spillover of green bond with renewable energy and crypto market," Renewable Energy, Elsevier, vol. 212(C), pages 928-939.
  73. Amedeo Argentiero & Giovanni Bonaccolto & Giulio Pedrini, 2024. "Green finance: Evidence from large portfolios and networks during financial crises and recessions," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(3), pages 2474-2495, May.
  74. Zirek, Duygu & Unsal, Omer, 2023. "Green bonds: Do investors benefit from third-party certification?," Global Finance Journal, Elsevier, vol. 58(C).
  75. Tan, Xiujie & Dong, Hanmin & Liu, Yishuang & Su, Xin & Li, Zixian, 2022. "Green bonds and corporate performance: A potential way to achieve green recovery," Renewable Energy, Elsevier, vol. 200(C), pages 59-68.
  76. Farhad Taghizadeh-Hesary & Naoyuki Yoshino & Han Phoumin, 2021. "Analyzing the Characteristics of Green Bond Markets to Facilitate Green Finance in the Post-COVID-19 World," Sustainability, MDPI, vol. 13(10), pages 1-24, May.
  77. Román Ferrer & Rafael Benítez & Vicente J. Bolós, 2021. "Interdependence between Green Financial Instruments and Major Conventional Assets: A Wavelet-Based Network Analysis," Mathematics, MDPI, vol. 9(8), pages 1-20, April.
  78. Song, Feng & Cui, Jian & Yu, Yihua, 2022. "Dynamic volatility spillover effects between wind and solar power generations: Implications for hedging strategies and a sustainable power sector," Economic Modelling, Elsevier, vol. 116(C).
  79. Tian, Tingting & Lai, Kee-hung & Wong, Christina W.Y., 2022. "Connectedness mechanisms in the “Carbon-Commodity-Finance” system: Investment and management policy implications for emerging economies," Energy Policy, Elsevier, vol. 169(C).
  80. Broadstock, David C. & Cheng, Louis T.W., 2019. "Time-varying relation between black and green bond price benchmarks: Macroeconomic determinants for the first decade," Finance Research Letters, Elsevier, vol. 29(C), pages 17-22.
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  82. Kanamura, Takashi, 2020. "Are green bonds environmentally friendly and good performing assets?," Energy Economics, Elsevier, vol. 88(C).
  83. Xiaoguang Zhou & Yadi Cui, 2019. "Green Bonds, Corporate Performance, and Corporate Social Responsibility," Sustainability, MDPI, vol. 11(23), pages 1-27, December.
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  85. 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.
  86. Cepni, Oguzhan & Demirer, Riza & Pham, Linh & Rognone, Lavinia, 2023. "Climate uncertainty and information transmissions across the conventional and ESG assets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 83(C).
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  88. Abhilash & Sandeep S. Shenoy & Dasharathraj K. Shetty & Lumen Shawn Lobo & Subrahmanya Kumar N., 2023. "Green Bond as an Innovative Financial Instrument in the Indian Financial Market: Insights From Systematic Literature Review Approach," SAGE Open, , vol. 13(2), pages 21582440231, June.
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  96. Zhou, Yang & Xie, Chi & Wang, Gang-Jin & Zhu, You & Uddin, Gazi Salah, 2023. "Analysing and forecasting co-movement between innovative and traditional financial assets based on complex network and machine learning," Research in International Business and Finance, Elsevier, vol. 64(C).
  97. Xiang, Shihui & Cao, Yanyan, 2023. "Green finance and natural resources commodities prices: Evidence from COVID-19 period," Resources Policy, Elsevier, vol. 80(C).
  98. Tiwari, Aviral Kumar & Aikins Abakah, Emmanuel Joel & Adekoya, Oluwasegun B. & Hammoudeh, Shawkat, 2023. "What do we know about the price spillover between green bonds and Islamic stocks and stock market indices?," Global Finance Journal, Elsevier, vol. 55(C).
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  100. Yaya Su & Zhenghui Li & Cunyi Yang, 2021. "Spatial Interaction Spillover Effects between Digital Financial Technology and Urban Ecological Efficiency in China: An Empirical Study Based on Spatial Simultaneous Equations," IJERPH, MDPI, vol. 18(16), pages 1-27, August.
  101. Pedini, Luca & Severini, Sabrina, 2022. "Exploring the hedge, diversifier and safe haven properties of ESG investments: A cross-quantilogram analysis," MPRA Paper 112339, University Library of Munich, Germany.
  102. Daehyeon Park & Jiyeon Park & Doojin Ryu, 2020. "Volatility Spillovers between Equity and Green Bond Markets," Sustainability, MDPI, vol. 12(9), pages 1-12, May.
  103. 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).
  104. Chaofeng Tang & Kentaka Aruga & Yi Hu, 2023. "The Dynamic Correlation and Volatility Spillover among Green Bonds, Clean Energy Stock, and Fossil Fuel Market," Sustainability, MDPI, vol. 15(8), pages 1-23, April.
  105. Dragos HURU & Ioana MANAFI & Ionut PANDELICA & Marilena Carmen UZLAU, 2022. "Nonlinear Dependencies between Green Bonds and General Financial Market Indices," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(4), pages 169-181, December.
  106. Nana Liu & Chuanzhe Liu & Yufei Xia & Yi Ren & Jinzhi Liang, 2020. "Examining the Coordination Between Green Finance and Green Economy Aiming for Sustainable Development: A Case Study of China," Sustainability, MDPI, vol. 12(9), pages 1-26, May.
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