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A multistage forecasting model for green bond cost optimization with dynamic corporate risk constraints

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  • Zinan Hu
  • Ruicheng Yang
  • Sumuya Borjigin

Abstract

This study develops a multi‐stage stochastic model to forecast the issuance of green bonds using the Filtered Historical Simulation (FHS) method to identify the most cost‐effective conditions for issuing these bonds amid various risk factors. Drawing on historical yield data and financial metrics of corporate green bonds from December 2014 to June 2023, the model considers fluctuating elements such as risk probabilities, financial risks in worst‐case scenarios, and liquidity risks at upcoming issuance moments. Our findings reveal the model's effectiveness in pinpointing the lowest possible costs of issuing new green bond portfolios in the future, while also addressing expected financial risk, risk occurrence probability, and liquidity issues. The results provide issuers with the insights needed to accurately time the market, tailor bond maturities according to a corporation's future risk profile, and enhance liquidity management. Notably, our model indicates that refining the estimated probability of future risk occurrences can lead to significant savings in green bond issuance costs. This approach allows for adaptable bond issuance strategies, addresses inherent debt, and enables detailed risk management, offering substantial benefits for green enterprises navigating the complexities of future financial landscapes.

Suggested Citation

  • Zinan Hu & Ruicheng Yang & Sumuya Borjigin, 2024. "A multistage forecasting model for green bond cost optimization with dynamic corporate risk constraints," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 43(7), pages 2607-2634, November.
    • Handle: RePEc:wly:jforec:v:43:y:2024:i:7:p:2607-2634
    DOI: 10.1002/for.3142
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    1. Holmstrom, Bengt & Tirole, Jean, 2000. "Liquidity and Risk Management," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 32(3), pages 295-319, August.
    2. Tsung-Kang Chen & Hsien-Hsing Liao & Hsiao-Chun Huang, 2014. "Macroeconomic risks of supply chain counterparties and corporate bond yield spreads," Review of Quantitative Finance and Accounting, Springer, vol. 43(3), pages 463-481, October.
    3. Yasuhiro Arikawa & Hideaki Miyajima, 2005. "Relationship Banking and Debt Choice: evidence from Japan," Corporate Governance: An International Review, Wiley Blackwell, vol. 13(3), pages 408-418, May.
    4. 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).
    5. Fiorella De Fiore & Harald Uhlig, 2015. "Corporate Debt Structure and the Financial Crisis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(8), pages 1571-1598, December.
    6. Shane A. Johnson, 2003. "Debt Maturity and the Effects of Growth Opportunities and Liquidity Risk on Leverage," The Review of Financial Studies, Society for Financial Studies, vol. 16(1), pages 209-236.
    7. Liu, Bo & Niu, Yingjie & Zhang, Yuhua, 2019. "Corporate liquidity and risk management with time-inconsistent preferences," Economic Modelling, Elsevier, vol. 81(C), pages 295-307.
    8. 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.
    9. Andrea Consiglio & Alessandro Staino, 2012. "A stochastic programming model for the optimal issuance of government bonds," Annals of Operations Research, Springer, vol. 193(1), pages 159-172, March.
    10. Zhao, Linhai & Chau, Ka Yin & Tran, Trung Kien & Sadiq, Muhammad & Xuyen, Nguyen Thi My & Phan, Thi Thu Hien, 2022. "Enhancing green economic recovery through green bonds financing and energy efficiency investments," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 488-501.
    11. Nakashima, Kiyotaka & Saito, Makoto, 2009. "Credit spreads on corporate bonds and the macroeconomy in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 23(3), pages 309-331, September.
    12. Petri Hilli & Matti Koivu & Teemu Pennanen & Antero Ranne, 2007. "A stochastic programming model for asset liability management of a Finnish pension company," Annals of Operations Research, Springer, vol. 152(1), pages 115-139, July.
    13. Fatica, Serena & Panzica, Roberto & Rancan, Michela, 2021. "The pricing of green bonds: Are financial institutions special?," Journal of Financial Stability, Elsevier, vol. 54(C).
    14. McCulloch, J Huston, 1971. "Measuring the Term Structure of Interest Rates," The Journal of Business, University of Chicago Press, vol. 44(1), pages 19-31, January.
    15. Ruicheng Yang & Li Li & Qi Jiang & Ji Qi, 2022. "Optimal bond issuance with cost and liquidity constraints for Chinese local governments: a multi-period stochastic programming approach," Empirical Economics, Springer, vol. 63(5), pages 2605-2632, November.
    16. Duffie, Darrell & Lando, David, 2001. "Term Structures of Credit Spreads with Incomplete Accounting Information," Econometrica, Econometric Society, vol. 69(3), pages 633-664, May.
    17. Topaloglou, Nikolas & Vladimirou, Hercules & Zenios, Stavros A., 2008. "A dynamic stochastic programming model for international portfolio management," European Journal of Operational Research, Elsevier, vol. 185(3), pages 1501-1524, March.
    18. Cai, Kailan & Fairchild, Richard & Guney, Yilmaz, 2008. "Debt maturity structure of Chinese companies," Pacific-Basin Finance Journal, Elsevier, vol. 16(3), pages 268-297, June.
    19. Saurabh Mishra & Sachin Modi, 2013. "Positive and Negative Corporate Social Responsibility, Financial Leverage, and Idiosyncratic Risk," Journal of Business Ethics, Springer, vol. 117(2), pages 431-448, October.
    20. Wei, Xu & Xiao, Xiao & Zhou, Yi & Zhou, Yimin, 2023. "Spillover effects between liquidity risks through endogenous debt maturity," Journal of Financial Markets, Elsevier, vol. 64(C).
    21. Sudipto Sarkar, 2020. "The relationship between operating leverage and financial leverage," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(S1), pages 805-826, April.
    22. Faten Ben Slimane & Antoine Rousseau, 2020. "Crowdlending Campaigns for Renewable Energy: Success Factors," Post-Print hal-02371926, HAL.
    23. Yu, Fan, 2005. "Accounting transparency and the term structure of credit spreads," Journal of Financial Economics, Elsevier, vol. 75(1), pages 53-84, January.
    24. Valladão, Davi M. & Veiga, Álvaro & Veiga, Geraldo, 2014. "A multistage linear stochastic programming model for optimal corporate debt management," European Journal of Operational Research, Elsevier, vol. 237(1), pages 303-311.
    25. Salah Alhammadi & Simon Archer & Mehmet Asutay, 2020. "Risk management and corporate governance failures in Islamic banks: a case study," Journal of Islamic Accounting and Business Research, Emerald Group Publishing Limited, vol. 11(10), pages 1921-1939, August.
    26. 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.
    27. Zhou, Yimin & Wei, Xu, 2023. "Bond liquidity, debt maturity and bond risk premium," Finance Research Letters, Elsevier, vol. 54(C).
    28. Eftichios S. Sartzetakis, 2021. "Green bonds as an instrument to finance low carbon transition," Economic Change and Restructuring, Springer, vol. 54(3), pages 755-779, August.
    29. Tang, Dragon Yongjun & Yan, Hong, 2010. "Market conditions, default risk and credit spreads," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 743-753, April.
    30. M. Chiesa & S. Barua, 2019. "The surge of impact borrowing: the magnitude and determinants of green bond supply and its heterogeneity across markets," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 9(2), pages 138-161, April.
    31. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2022. "Dissecting green returns," Journal of Financial Economics, Elsevier, vol. 146(2), pages 403-424.
    32. Richard Arhinful & Mehrshad Radmehr, 2023. "The Impact of Financial Leverage on the Financial Performance of the Firms Listed on the Tokyo Stock Exchange," SAGE Open, , vol. 13(4), pages 21582440231, November.
    33. 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.
    34. In Joon Kim & Krishna Ramaswamy & Suresh Sundaresan, 1993. "Does Default Risk in Coupons Affect the Valuation of Corporate Bonds?: A Contingent Claims Model," Financial Management, Financial Management Association, vol. 22(3), Fall.
    35. repec:eme:mfppss:mf-09-2020-0481 is not listed on IDEAS
    36. Stephen P. Bradley & Dwight B. Crane, 1972. "A Dynamic Model for Bond Portfolio Management," Management Science, INFORMS, vol. 19(2), pages 139-151, October.
    37. Smith, Clifford Jr. & Warner, Jerold B., 1979. "On financial contracting : An analysis of bond covenants," Journal of Financial Economics, Elsevier, vol. 7(2), pages 117-161, June.
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