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Fundamental ratios as predictors of ESG scores: a machine learning approach

Author

Listed:
  • Valeria D’Amato

    (University of Salerno)

  • Rita D’Ecclesia

    (Sapienza University of Rome)

  • Susanna Levantesi

    (Sapienza University of Rome)

Abstract

Sustainable and responsible finance incorporates Environmental, Social, and Governance (ESG) principles into business decisions and investment strategies. In recent years, investors have rushed to Sustainable and Responsible Investments in response to growing concerns about the risks of climate change. Asset managers look for some assessment of sustainability for guidance and benchmarking, for instance, $30 trillion of assets are invested using some ESG ratings. Several studies argue that good ESG ratings helped to prop up stock returns during the 2008 Global Financial Crisis (Lins et al. J Finance 72(4):1785–1824, 2017). The ESG score represents a benchmark of disclosures on public and private firms, it is based on different characteristics which are not directly related to the financial performance (Harvard Law School Forum on Corporate Governance, ESG reports and ratings:what they are, why they matter. https://corpgov.law.harvard.edu/2017/07/27/esg-reports-and-ratings-what-they-are-why-they-matter/ , 2017). The role of ESG ratings and their reliability have been widely discussed (Berg et al. Aggregate confusion: the divergence of ESG ratings, MIT Sloan Research Paper No. 5822-19, 2019). Sustainable investment professionals are unsatisfied with publicly traded companies’ climate-related disclosure. This negative sentiment is particularly strong in the USA, and within asset managers who do not believe that markets are consistently and correctly pricing climate risks into company and sector valuations. We believe that ESG ratings, when available, still affect business and finance strategies and may represent a crucial element in the company’s fundraising process and on shares returns. We aim to assess how structural data as balance sheet items and income statements items for traded companies affect ESG scores. Using the Bloomberg ESG scores, we investigate the role of structural variables adopting a machine learning approach, in particular, the Random Forest algorithm. We use balance sheet data for a sample of the constituents of the Euro Stoxx 600 index, referred to the last decade, and investigate how these explain the ESG Bloomberg ratings. We find that financial statements items represent a powerful tool to explain the ESG score.

Suggested Citation

  • Valeria D’Amato & Rita D’Ecclesia & Susanna Levantesi, 2021. "Fundamental ratios as predictors of ESG scores: a machine learning approach," Decisions in Economics and Finance, Springer;Associazione per la Matematica, vol. 44(2), pages 1087-1110, December.
    • Handle: RePEc:spr:decfin:v:44:y:2021:i:2:d:10.1007_s10203-021-00364-5
    DOI: 10.1007/s10203-021-00364-5
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    References listed on IDEAS

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    1. N. Kreander & R.H. Gray & D.M. Power & C.D. Sinclair, 2005. "Evaluating the Performance of Ethical and Non‐ethical Funds: A Matched Pair Analysis," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 32(7‐8), pages 1465-1493, September.
    2. Petitjean, Mikael, 2019. "Eco-friendly policies and financial performance: Was the financial crisis a game changer for large US companies?," Energy Economics, Elsevier, vol. 80(C), pages 502-511.
    3. Samuel M. Hartzmark & Abigail B. Sussman, 2019. "Do Investors Value Sustainability? A Natural Experiment Examining Ranking and Fund Flows," Journal of Finance, American Finance Association, vol. 74(6), pages 2789-2837, December.
    4. Roland Bénabou & Jean Tirole, 2010. "Individual and Corporate Social Responsibility," Economica, London School of Economics and Political Science, vol. 77(305), pages 1-19, January.
    5. Cohen, Boyd & Winn, Monika I., 2007. "Market imperfections, opportunity and sustainable entrepreneurship," Journal of Business Venturing, Elsevier, vol. 22(1), pages 29-49, January.
    6. Joliet, Robert & Titova, Yulia, 2018. "Equity SRI funds vacillate between ethics and money: An analysis of the funds’ stock holding decisions," Journal of Banking & Finance, Elsevier, vol. 97(C), pages 70-86.
    7. Samuel Drempetic & Christian Klein & Bernhard Zwergel, 2020. "The Influence of Firm Size on the ESG Score: Corporate Sustainability Ratings Under Review," Journal of Business Ethics, Springer, vol. 167(2), pages 333-360, November.
    8. Gianni Betti & Costanza Consolandi & Robert G. Eccles, 2018. "The Relationship between Investor Materiality and the Sustainable Development Goals: A Methodological Framework," Sustainability, MDPI, vol. 10(7), pages 1-23, June.
    9. Fernando García & Jairo González-Bueno & Francisco Guijarro & Javier Oliver, 2020. "Forecasting the Environmental, Social, and Governance Rating of Firms by Using Corporate Financial Performance Variables: A Rough Set Approach," Sustainability, MDPI, vol. 12(8), pages 1-18, April.
    10. Renneboog, Luc & Ter Horst, Jenke & Zhang, Chendi, 2008. "Socially responsible investments: Institutional aspects, performance, and investor behavior," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1723-1742, September.
    11. Manapon Limkriangkrai & SzeKee Koh & Robert B. Durand, 2017. "Environmental, Social, and Governance (ESG) Profiles, Stock Returns, and Financial Policy: Australian Evidence," International Review of Finance, International Review of Finance Ltd., vol. 17(3), pages 461-471, September.
    12. 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).
    13. Belghitar, Yacine & Clark, Ephraim & Deshmukh, Nitin, 2014. "Does it pay to be ethical? Evidence from the FTSE4Good," Journal of Banking & Finance, Elsevier, vol. 47(C), pages 54-62.
    14. Shihao Gu & Bryan Kelly & Dacheng Xiu, 2020. "Empirical Asset Pricing via Machine Learning," The Review of Financial Studies, Society for Financial Studies, vol. 33(5), pages 2223-2273.
    15. Lin, Woon Leong & Law, Siong Hook & Ho, Jo Ann & Sambasivan, Murali, 2019. "The causality direction of the corporate social responsibility – Corporate financial performance Nexus: Application of Panel Vector Autoregression approach," The North American Journal of Economics and Finance, Elsevier, vol. 48(C), pages 401-418.
    16. Bauer, Rob & Koedijk, Kees & Otten, Roger, 2005. "International evidence on ethical mutual fund performance and investment style," Journal of Banking & Finance, Elsevier, vol. 29(7), pages 1751-1767, July.
    17. N. Kreander & R.H. Gray & D.M. Power & C.D. Sinclair, 2005. "Evaluating the Performance of Ethical and Non-ethical Funds: A Matched Pair Analysis," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 32(7-8), pages 1465-1493.
    18. Karl V. Lins & Henri Servaes & Ane Tamayo, 2017. "Social Capital, Trust, and Firm Performance: The Value of Corporate Social Responsibility during the Financial Crisis," Journal of Finance, American Finance Association, vol. 72(4), pages 1785-1824, August.
    19. Sabastian Utz & Maximillian Wimmer, 2014. "Are they any good at all? A financial and ethical analysis of socially responsible mutual funds," Journal of Asset Management, Palgrave Macmillan, vol. 15(1), pages 72-82, February.
    20. Zakri Y. Bello, 2005. "Socially Responsible Investing And Portfolio Diversification," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 28(1), pages 41-57, March.
    21. Olivier David Zerbib, 2019. "The effect of pro-environmental preferences on bond prices: Evidence from green bonds," Post-Print halshs-02008641, HAL.
    22. 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.
    23. Novy-Marx, Robert, 2013. "The other side of value: The gross profitability premium," Journal of Financial Economics, Elsevier, vol. 108(1), pages 1-28.
    24. Shihao Gu & Bryan Kelly & Dacheng Xiu, 2020. "Empirical Asset Pricing via Machine Learning," Review of Finance, European Finance Association, vol. 33(5), pages 2223-2273.
    25. Olivier Boiral & Pascal Paillé, 2012. "Organizational Citizenship Behaviour for the Environment: Measurement and Validation," Journal of Business Ethics, Springer, vol. 109(4), pages 431-445, September.
    26. Yuriko Nakao & Akihiro Amano & Kanichiro Matsumura & Kiminori Genba & Makiko Nakano, 2007. "Relationship between environmental performance and financial performance: an empirical analysis of japanese corporations," Business Strategy and the Environment, Wiley Blackwell, vol. 16(2), pages 106-118, February.
    27. Monika Winn & Jonatan Pinkse & Lydia Illge, 2012. "Case Studies on Trade‐Offs in Corporate Sustainability," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 19(2), pages 63-68, March.
    28. Jeff Jewell & Miles Livingston, 1998. "Split Ratings, Bond Yields, And Underwriter Spreads," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 21(2), pages 185-204, June.
    29. 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.
    30. Aaron K. Chatterji & Rodolphe Durand & David I. Levine & Samuel Touboul, 2016. "Do ratings of firms converge? Implications for managers, investors and strategy researchers," Strategic Management Journal, Wiley Blackwell, vol. 37(8), pages 1597-1614, August.
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    More about this item

    Keywords

    Machine learning; ESG investments; Firm performance;
    All these keywords.

    JEL classification:

    • D8 - Microeconomics - - Information, Knowledge, and Uncertainty
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • M14 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - Corporate Culture; Diversity; Social Responsibility

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