IDEAS home Printed from https://ideas.repec.org/a/eee/reveco/v92y2024icp1016-1027.html
   My bibliography  Save this article

Does heterogeneous media sentiment matter the ‘green premium’? An empirical evidence from the Chinese bond market

Author

Listed:
  • Fu, Yating
  • He, Lingyun
  • Liu, Rongyan
  • Liu, Xiaowei
  • Chen, Ling

Abstract

This paper selects 346 green bonds issued in China from 2016 to 2021 as the sample, and the Propensity Score Matching (PSM) method is employed to confirm the existence of ‘green premium’ in the Chinese bond market. On this basis, data on internet media sentiment and print media sentiment are collected from ‘Sina Weibo’ and ‘China Important Newspaper Full Text Database’ by both Web Crawler Technology and Textual Analysis Methods to explore the impact and the mechanism of heterogeneous media sentiments on the ‘green premium’. The results show that both the optimism of internet media and print media can significantly promote the ‘green premium’ of green bonds, and the influence of print media sentiment on the ‘green premium’ is greater than that of internet media sentiment. In addition, the Bootstrap method verifies the mediating effect of print media sentiment in the influence of internet media sentiment on ‘green premium’, indicating that print media sentiment is an important transmission path. Moreover, the results of the heterogeneity test show that the more optimistic the media is, the more significant the ‘green premium’ effect is in the regions with higher institutional environments and financial subsidies. The ‘green premium’ of green bonds is most pronounced for higher levels of institutional environment and green bond preferential policies.

Suggested Citation

  • Fu, Yating & He, Lingyun & Liu, Rongyan & Liu, Xiaowei & Chen, Ling, 2024. "Does heterogeneous media sentiment matter the ‘green premium’? An empirical evidence from the Chinese bond market," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 1016-1027.
  • Handle: RePEc:eee:reveco:v:92:y:2024:i:c:p:1016-1027
    DOI: 10.1016/j.iref.2024.02.076
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1059056024001564
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.iref.2024.02.076?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 search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. Zerbib, Olivier David, 2019. "The effect of pro-environmental preferences on bond prices: Evidence from green bonds," Journal of Banking & Finance, Elsevier, vol. 98(C), pages 39-60.
    3. Suk Hyun & Donghyun Park & Shu Tian, 2020. "The price of going green: the role of greenness in green bond markets," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(1), pages 73-95, March.
    4. Fatica, Serena & Panzica, Roberto & Rancan, Michela, 2021. "The pricing of green bonds: Are financial institutions special?," Journal of Financial Stability, Elsevier, vol. 54(C).
    5. Tang, Dragon Yongjun & Zhang, Yupu, 2020. "Do shareholders benefit from green bonds?," Journal of Corporate Finance, Elsevier, vol. 61(C).
    6. Wenjie Ding & Khelifa Mazouz & Qingwei Wang, 2019. "Investor sentiment and the cross-section of stock returns: new theory and evidence," Review of Quantitative Finance and Accounting, Springer, vol. 53(2), pages 493-525, August.
    7. Larcker, David F. & Watts, Edward M., 2020. "Where's the greenium?," Journal of Accounting and Economics, Elsevier, vol. 69(2).
    8. Maria Jua Bachelet & Leonardo Becchetti & Stefano Manfredonia, 2019. "The Green Bonds Premium Puzzle: The Role of Issuer Characteristics and Third-Party Verification," Sustainability, MDPI, vol. 11(4), pages 1-22, February.
    9. Yu, Yongze & Li, Ke & Duan, Shenglan & Song, Chenchen, 2023. "Economic growth and environmental pollution in China: New evidence from government work reports," Energy Economics, Elsevier, vol. 124(C).
    10. Li, Quan & Zhang, Kai & Wang, Li, 2022. "Where's the green bond premium? Evidence from China," Finance Research Letters, Elsevier, vol. 48(C).
    11. Kristin Ulrike Löffler & Aleksandar Petreski & Andreas Stephan, 2021. "Drivers of green bond issuance and new evidence on the “greenium”," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 11(1), pages 1-24, March.
    12. Candace Partridge & Francesca Romana Medda, 2020. "The evolution of pricing performance of green municipal bonds," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 10(1), pages 44-64, January.
    13. Abagail McWilliams & Donald S. Siegel & Patrick M. Wright, 2006. "Corporate Social Responsibility: Strategic Implications," Journal of Management Studies, Wiley Blackwell, vol. 43(1), pages 1-18, January.
    14. Hachenberg, B. & Schiereck, D., 2018. "Are green bonds priced differently from conventional bonds?," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 109709, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    15. Boubaker, Sabri & Liu, Zhenya & Zhai, Ling, 2021. "Big data, news diversity and financial market crash," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    16. Nicola Raimo & Alessandra Caragnano & Marianna Zito & Filippo Vitolla & Massimo Mariani, 2021. "Extending the benefits of ESG disclosure: The effect on the cost of debt financing," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 28(4), pages 1412-1421, July.
    17. Hu, Xiaolu & Zhong, Angel & Cao, Youdan, 2022. "Greenium in the Chinese corporate bond market," Emerging Markets Review, Elsevier, vol. 53(C).
    18. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    19. Elettra Agliardi & Rossella Agliardi, 2021. "Corporate Green Bonds: Understanding the Greenium in a Two-Factor Structural Model," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 80(2), pages 257-278, October.
    20. Hinsche, Isabelle Cathérine, 2021. "A greenium for the next generation EU green bonds: Analysis of a potential green bond premium and its drivers," CFS Working Paper Series 663, Center for Financial Studies (CFS).
    21. Yang Gao & Chengjie Zhao & Bianxia Sun & Wandi Zhao, 2022. "Effects of investor sentiment on stock volatility: new evidences from multi-source data in China’s green stock markets," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-30, December.
    22. Hyun, Suk & Park, Donghyun & Tian, Shu, 2021. "Pricing of Green Labeling: A Comparison of Labeled and Unlabeled Green Bonds," Finance Research Letters, Elsevier, vol. 41(C).
    23. Britta Hachenberg & Dirk Schiereck, 2018. "Are green bonds priced differently from conventional bonds?," Journal of Asset Management, Palgrave Macmillan, vol. 19(6), pages 371-383, October.
    24. Tao Huang & Qingyue Yue, 2020. "How the game changer was generated? An analysis on the legal rules and development of China’s green bond market," International Environmental Agreements: Politics, Law and Economics, Springer, vol. 20(1), pages 85-102, March.
    25. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    26. Boubaker, S. & Liu, Z. & Zhai, L., 2021. "Big data, news diversity and financial market crash," Post-Print hal-03323671, HAL.
    27. Chang, Lei & Taghizadeh-Hesary, Farhad & Chen, Huangen & Mohsin, Muhammad, 2022. "Do green bonds have environmental benefits?," Energy Economics, Elsevier, vol. 115(C).
    28. Olivier David Zerbib, 2019. "The effect of pro-environmental preferences on bond prices: Evidence from green bonds," Post-Print halshs-02008641, HAL.
    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. Hu, Xin & Zhu, Bo & Lin, Renda & Li, Xiru & Zeng, Lidan & Zhou, Sitong, 2024. "How does greenness translate into greenium? Evidence from China's green bonds," Energy Economics, Elsevier, vol. 133(C).
    2. Tang, Ying & Wang, Biliang & Pan, Ningning & Li, Zhiyong, 2023. "The impact of environmental information disclosure on the cost of green bond: Evidence from China," Energy Economics, Elsevier, vol. 126(C).
    3. 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).
    4. Huang, Chih-Yueh & Dekker, David & Christopoulos, Dimitrios, 2023. "Rethinking greenium: A quadratic function of yield spread," Finance Research Letters, Elsevier, vol. 54(C).
    5. Hinsche, Isabelle Cathérine, 2021. "A greenium for the next generation EU green bonds: Analysis of a potential green bond premium and its drivers," CFS Working Paper Series 663, Center for Financial Studies (CFS).
    6. Jankovic, Irena & Vasic, Vladimir & Kovacevic, Vlado, 2022. "Does transparency matter? Evidence from panel analysis of the EU government green bonds," Energy Economics, Elsevier, vol. 114(C).
    7. 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).
    8. Caramichael, John & Rapp, Andreas C., 2024. "The green corporate bond issuance premium," Journal of Banking & Finance, Elsevier, vol. 162(C).
    9. 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).
    10. Danilo Liberati & Giuseppe Marinelli, 2024. "Was Covid-19 a wake-up call on climate risks? Evidence from the greenium," Questioni di Economia e Finanza (Occasional Papers) 832, Bank of Italy, Economic Research and International Relations Area.
    11. Koziol, Christian & Proelss, Juliane & Roßmann, Philipp & Schweizer, Denis, 2022. "The price of being green," Finance Research Letters, Elsevier, vol. 50(C).
    12. Wang, Congcong & Wang, Chong & Long, Huaigang & Zaremba, Adam & Zhou, Wenyu, 2024. "Green bond credit spreads and bank loans in China," International Review of Financial Analysis, Elsevier, vol. 94(C).
    13. Zenno, Yoshihiro & Aruga, Kentaka, 2023. "Investing the factors affecting green bond investments in China: Cases for Beijing and Shenzhen," MPRA Paper 116203, University Library of Munich, Germany.
    14. Emre Arat & Britta Hachenberg & Florian Kiesel & Dirk Schiereck, 2023. "Greenium, credit rating, and the COVID-19 pandemic," Journal of Asset Management, Palgrave Macmillan, vol. 24(7), pages 547-557, December.
    15. Ana-Belén Alonso-Conde & Javier Rojo-Suárez, 2020. "On the Effect of Green Bonds on the Profitability and Credit Quality of Project Financing," Sustainability, MDPI, vol. 12(16), pages 1-19, August.
    16. Karel Janda & Binyi Zhang, 2021. "Attractiveness of Chinese Bonds Financing Climate and Environmental Projects," FFA Working Papers 4.007, Prague University of Economics and Business, revised 26 Apr 2022.
    17. Pham, Linh & Cepni, Oguzhan, 2022. "Extreme directional spillovers between investor attention and green bond markets," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 186-210.
    18. Kristin Ulrike Löffler & Aleksandar Petreski & Andreas Stephan, 2021. "Drivers of green bond issuance and new evidence on the “greenium”," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 11(1), pages 1-24, March.
    19. Mercédesz Mészáros & Máté Csiki & Gábor Dávid Kiss, 2023. "The Volatility of Green and Non-green Sovereign Bonds on the Emerging EU Markets," European Financial and Accounting Journal, Prague University of Economics and Business, vol. 2023(1), pages 25-44.
    20. 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.

    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:reveco:v:92:y:2024:i:c:p:1016-1027. 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/inca/620165 .

    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.