+7 925 966 4690, 9am6pm (GMT+3), Monday – Friday
ИД «Финансы и кредит»

JOURNALS

  

FOR AUTHORS

  

SUBSCRIBE

    
Financial Analytics: Science and Experience
 

Analyzing the factors influencing the green bond market's development

Vol. 17, Iss. 3, SEPTEMBER 2024

Received: 15 January 2024

Received in revised form: 21 February 2024

Accepted: 12 March 2024

Available online: 29 August 2024

Subject Heading: FINANCIAL INSTRUMENTS

JEL Classification: C53, H23

Pages: 322-334

https://doi.org/10.24891/fa.17.3.322

Evgenii A. KONNIKOV Peter the Great St. Petersburg Polytechnic University, St. Petersburg, Russian Federation
konnikov.evgeniy@gmail.com

https://orcid.org/0000-0002-4685-8569

Svetlana S. GUTMAN Peter the Great St. Petersburg Polytechnic University, St. Petersburg, Russian Federation
sgutman@spbstu.ru

https://orcid.org/0000-0002-1098-3915

Maiya M. EGOROVA Peter the Great St. Petersburg Polytechnic University, St. Petersburg, Russian Federation
egorovamaya08@mail.ru

https://orcid.org/0009-0005-7026-0304

Subject. This article examines the particularities of the green bond issuance in various countries, as well as the issues of forecasting the impact of macroeconomic and socio-economic indicators on the development of the green finance market.
Objectives. The article aims to determine the factors influencing the green bonds issuance through building regression models.
Methods. For the study, we used the methods of comparative analysis, synthesis, regression analysis, decision tree, and machine learning algorithms, namely random forest and gradient boosting.
Results. The article defines the fundamental links between the indicators of the size of the economy and the green bond issuance, assesses the quality of the constructed models under the accepted limitations of the study, and describes the degree of influence of the selected factors on the green bond market.
Conclusions and Relevance. The selected market is characterized by linear patterns, which are highly likely to be predicted by regression models. Logical connections are less accurate in describing the existing green bond market. The results of the study can be used by investors and financial analysts to make decisions in the field of green finance.

Keywords: ESG, green bonds, regression analysis, machine learning

References:

  1. Tolliver C., Keeley A.R., Managi S. Drivers of green bond market growth: The importance of Nationally Determined Contributions to the Paris Agreement and implications for sustainability. Journal of Cleaner Production, 2020, vol. 244, no. 118643. URL: Link
  2. Tu C.A., Rasoulinezhad E., Sarker T. Investigating solutions for the development of a green bond market: Evidence from analytic hierarchy process. Finance Research Letters, 2020, vol. 34, no. 101457. URL: Link
  3. Kai Zhang, Dongyuan Liu. Does Green Finance Promote Export Sophistication? An Analysis of the Moderating Effect Based on Green Taxes. Sustainability, 2023, vol. 15, iss. 10. URL: Link
  4. Maltais A., Nykvist B. Understanding the role of green bonds in advancing sustainability. Journal of Sustainable Finance & Investment, 2020. URL: Link
  5. Dan A., Tiron-Tudor A. The determinants of green bond issuance in the European Union. Journal of Risk and Financial Management, 2021, vol. 14, iss. 9. URL: Link
  6. Chih-Chun Kung, Xiaolong Lan, Yunxia Yang et al. Effects of green bonds on Taiwan's bioenergy development. Energy, 2022, vol. 238, part A, no. 121567. URL: Link
  7. Shuangyan Li, Ge Chang, Reyihanguli Zunong. Does regional digital economy development influence green investment? Innovation and Green Development, 2023, vol. 2, iss. 3, no. 100053. URL: Link
  8. Shanshan Gao, Wenqi Li, Jiayi Meng et al. A Study on the Impact Mechanism of Digitalization on Corporate Green Innovation. Sustainability, 2023, vol. 15, iss. 8. URL: Link
  9. Christodoulou P., Psillaki M., Sklias G., Chatzichristofis S.A. A blockchain-based framework for effective monitoring of EU Green Bonds. Finance Research Letters, 2023, vol. 58, part B, no. 104397. URL: Link
  10. Naeem M.A., Sadorsky P., Karim S. Sailing across climate-friendly bonds and clean energy stocks: An asymmetric analysis with the Gulf Cooperation Council Stock markets. Energy Economics, 2023, vol. 126, no. 106911. URL: Link
  11. Pavlidis G. The digital transformation of the global green bonds market: New-fashioned international standards for a new generation of financial instruments. In: Data Governance in AI, FinTech and LegalTech. Publisher Edward Elgar, 2022, pp. 263–278. URL: Link
  12. Al-Qudah A.A., Hamdan A., Al-Okaily M. et al. The impact of green lending on credit risk: Evidence from UAE’s banks. Environmental Science and Pollution Research, 2023, vol. 30, iss. 22, pp. 61381–61393. URL: Link
  13. Zhuolun Li. Do geopolitical risk, green finance, and the rule of law affect the sustainable environment in China? Findings from the BARDL approach. Resources Policy, 2023, vol. 81, no. 103403. URL: Link
  14. Xiang Ye, Rasoulinezhad E. Assessment of impacts of green bonds on renewable energy utilization efficiency. Renewable Energy, 2023, vol. 202, pp. 626–633. URL: Link
  15. Abreu M., Soares I., Silva S. Governance quality and environmental policy on emergent, resource-rich economies: The case of Brazil. Energy Reports, 2022, vol. 8, pp. 70–75. URL: Link
  16. Mertzanis C. Energy policy diversity and green bond issuance around the world. Energy Economics, 2023, vol. 128, no. 107116. URL: Link
  17. Tu Chuc Anh, Sarker T., Rasoulinezhad E. Factors influencing the green bond market expansion: Evidence from a multi-dimensional analysis. Journal of Risk and Financial Management, 2020, vol. 13, no. 6. URL: Link

View all articles of issue

 

ISSN 2311-8768 (Online)
ISSN 2073-4484 (Print)

Journal current issue

Vol. 17, Iss. 3
September 2024

Archive