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Multi-Criteria Analysis of Green Bonds: Hybrid Multi-Method Applications

Author

Listed:
  • Antonio Lombardi Netto

    (Department of Production, School of Engineering, Universidade Estadual Paulista Júlio de Mesquita Filho, Guaratingueta 12516-410, Brazil)

  • Valerio Antonio Pamplona Salomon

    (Department of Production, School of Engineering, Universidade Estadual Paulista Júlio de Mesquita Filho, Guaratingueta 12516-410, Brazil)

  • Miguel Angel Ortiz Barrios

    (Department of Productivity and Innovation, Universidad de la Costa CUC, Barranquilla 081001, Colombia)

Abstract

There is an increasing pressure by the community and customers forcing companies to insert environmental concerns in their practices. To help companies initiatives, the green bonds market was created. Our research question is “How to select bonds in a growing billion-dollar market?” This paper presents a multi-criteria decision analysis (MCDA) model to enable investors identify opportunities based not only in opinions, but grounded on objective facts. Analytic hierarchy process (AHP), complex proportional assessment (COPRAS), full consistency method (FUCOM), step-wise Weights Assessment Ratio Analysis (SWARA), and technique of order preference similarity to the ideal solution (TOPSIS) are MCDA methods applied in this paper. Top-fifteen green bonds ranked by specialized media were assessed with the proposed MCDA model. Criteria included the Environmental Performance Index (EPI) proposed by Yale University, and common financial indicators as assets, risks ( β ), and dividends. The new ranks from MCDA are compared each other and compared with the rank published by specialized media.

Suggested Citation

  • 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.
    • Handle: RePEc:gam:jsusta:v:13:y:2021:i:19:p:10512-:d:640604
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    References listed on IDEAS

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    1. Thiam Hee Ng, . "Bond Financing for Renewable Energy in Asia," Chapters, in: Shigeru Kimura & Youngho Chang & Yanfei Li (ed.), Financing Renewable Energy Development in East Asia Summit Countries A Primer of Effective Policy Instruments, chapter 11, pages 321-342, Economic Research Institute for ASEAN and East Asia (ERIA).
    2. Fedrizzi, Michele & Giove, Silvio, 2007. "Incomplete pairwise comparison and consistency optimization," European Journal of Operational Research, Elsevier, vol. 183(1), pages 303-313, November.
    3. Josué Banga, 2019. "The green bond market: a potential source of climate finance for developing countries," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 9(1), pages 17-32, January.
    4. Ali Emrouznejad & Marianna Marra, 2017. "The state of the art development of AHP (1979–2017): a literature review with a social network analysis," International Journal of Production Research, Taylor & Francis Journals, vol. 55(22), pages 6653-6675, November.
    5. 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.
    6. Linh Pham, 2016. "Is it risky to go green? A volatility analysis of the green bond market," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 6(4), pages 263-291, October.
    7. 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).
    8. Ng, Thiam Hee & Tao, Jacqueline Yujia, 2016. "Bond financing for renewable energy in Asia," Energy Policy, Elsevier, vol. 95(C), pages 509-517.
    9. Sharfuddin Ahmed Khan & Amin Chaabane & Fikri Dweri, 2018. "Multi-Criteria Decision-Making Methods Application in Supply Chain Management: A Systematic Literature Review," Chapters, in: Valerio A. P. Salomon (ed.), Multi-Criteria Methods and Techniques Applied to Supply Chain Management, IntechOpen.
    10. Olivier David Zerbib, 2019. "The effect of pro-environmental preferences on bond prices: Evidence from green bonds," Post-Print halshs-02008641, HAL.
    11. 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.
    12. Yu Zhang & John A. Rupp & John D. Graham, 2021. "Contrasting Public and Scientific Assessments of Fracking," Sustainability, MDPI, vol. 13(12), pages 1-21, June.
    13. 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.
    14. Sedef E. Kara & Mustapha D. Ibrahim & Sahand Daneshvar, 2021. "Dual Efficiency and Productivity Analysis of Renewable Energy Alternatives of OECD Countries," Sustainability, MDPI, vol. 13(13), pages 1-14, July.
    15. Tang, Dragon Yongjun & Zhang, Yupu, 2020. "Do shareholders benefit from green bonds?," Journal of Corporate Finance, Elsevier, vol. 61(C).
    16. Ian Vázquez-Rowe & Cristina Córdova-Arias & Xavier Brioso & Sandra Santa-Cruz, 2021. "A Method to Include Life Cycle Assessment Results in Choosing by Advantage (CBA) Multicriteria Decision Analysis. A Case Study for Seismic Retrofit in Peruvian Primary Schools," Sustainability, MDPI, vol. 13(15), pages 1-18, July.
    17. Miguel Ortiz-Barrios & Juan Cabarcas-Reyes & Alessio Ishizaka & Maria Barbati & Natalia Jaramillo-Rueda & Giovani Jesús Carrascal-Zambrano, 2021. "A hybrid fuzzy multi-criteria decision making model for selecting a sustainable supplier of forklift filters: a case study from the mining industry," Annals of Operations Research, Springer, vol. 307(1), pages 443-481, December.
    18. Abraham,Facundo & Schmukler,Sergio L. & Tessada,Jose, 2019. "Robo-Advisors : Investing through Machines," Research and Policy Briefs 134881, The World Bank.
    19. Zhu, Qinghua & Sarkis, Joseph & Lai, Kee-hung, 2008. "Confirmation of a measurement model for green supply chain management practices implementation," International Journal of Production Economics, Elsevier, vol. 111(2), pages 261-273, February.
    20. 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.
    21. Miguel Ortiz-Barrios & Juan-Jose Alfaro-Saiz, 2020. "A Hybrid Fuzzy Multi-Criteria Decision-Making Model to Evaluate the Overall Performance of Public Emergency Departments: A Case Study," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 19(06), pages 1485-1548, November.
    22. Jiří Kučera & Marek Vochozka & Zuzana Rowland, 2021. "The Ideal Debt Ratio of an Agricultural Enterprise," Sustainability, MDPI, vol. 13(9), pages 1-17, April.
    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. Josué Banga, 2019. "The green bond market : a potential source of climate finance for developing countries," Post-Print halshs-01841868, HAL.
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