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Towards the estimation of ESG ratings: A machine learning approach using balance sheet ratios

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  • Cini, Federico
  • Ferrari, Annalisa

Abstract

Despite the persistence of methodological inconsistency and uncertainty, ESG ratings are useful for assessing Environmental (E), Social (S), and Governance (G) risk, individually and as a system (ESG). The ESG rating class is the only investment selection parameter that measures asset class sustainability. This paper tests whether a selected set of balance sheet variables and a dynamic measure of systemic risk, observed at time t, have information content useful to identify a firm’s ESG rating class of at time t+1. Using EuroStoxx 600 firms for the period 2016–2021, we apply a Machine Learning (ML) model. Specifically, a Random Forest (RF) classification model estimates the ESG rating at time t+1 with unprecedented accuracy in the international literature. This agile and parsimonious model offers important information to the sustainable investor for making strategic investment decisions and paves the way for ESG rating estimation for unlisted companies and SMEs.

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  • Cini, Federico & Ferrari, Annalisa, 2025. "Towards the estimation of ESG ratings: A machine learning approach using balance sheet ratios," Research in International Business and Finance, Elsevier, vol. 73(PB).
    • Handle: RePEc:eee:riibaf:v:73:y:2025:i:pb:s027553192400446x
    DOI: 10.1016/j.ribaf.2024.102653
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    1. Ester Clementino & Richard Perkins, 2021. "How Do Companies Respond to Environmental, Social and Governance (ESG) ratings? Evidence from Italy," Journal of Business Ethics, Springer, vol. 171(2), pages 379-397, June.
    2. Arno Riedl & Paul Smeets, 2017. "Why Do Investors Hold Socially Responsible Mutual Funds?," Journal of Finance, American Finance Association, vol. 72(6), pages 2505-2550, December.
    3. Cerqueti, Roy & Ciciretti, Rocco & Dalò, Ambrogio & Nicolosi, Marco, 2021. "ESG investing: A chance to reduce systemic risk," Journal of Financial Stability, Elsevier, vol. 54(C).
    4. Nour Chams & Josep García-Blandón & Khaled Hassan, 2021. "Role Reversal! Financial Performance as an Antecedent of ESG: The Moderating Effect of Total Quality Management," Sustainability, MDPI, vol. 13(13), pages 1-18, June.
    5. 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.
    6. Greg Bala & Hendrik Bartel & James P. Hawley & Yung-Jae Lee, 2015. "Tracking “Real-time” Corporate Sustainability Signals Using Cognitive Computing," Journal of Applied Corporate Finance, Morgan Stanley, vol. 27(2), pages 95-102, June.
    7. 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.
    8. Jingwen Xia, 2022. "A Systematic Review: How Does Organisational Learning Enable ESG Performance (from 2001 to 2021)?," Sustainability, MDPI, vol. 14(24), pages 1-22, December.
    9. Amir Amel-Zadeh & George Serafeim, 2018. "Why and How Investors Use ESG Information: Evidence from a Global Survey," Financial Analysts Journal, Taylor & Francis Journals, vol. 74(3), pages 87-103, July.
    10. George Marian Aevoae & Alin Marius Andrieș & Steven Ongena & Nicu Sprincean, 2023. "ESG and systemic risk," Applied Economics, Taylor & Francis Journals, vol. 55(27), pages 3085-3109, June.
    11. Rui Albuquerque & Yrjo Koskinen & Shuai Yang & Chendi Zhang, 2020. "Resiliency of Environmental and Social Stocks: An Analysis of the Exogenous COVID-19 Market Crash," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 593-621.
    12. Aydin Aslan & Lars Poppe & Peter Posch, 2021. "Are Sustainable Companies More Likely to Default? Evidence from the Dynamics between Credit and ESG Ratings," Sustainability, MDPI, vol. 13(15), pages 1-16, July.
    13. Ick Jin, 2018. "Is ESG a systematic risk factor for US equity mutual funds?," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 8(1), pages 72-93, January.
    14. Schaefer, Sarah Desirée & Terlutter, Ralf & Diehl, Sandra, 2019. "Is my company really doing good? Factors influencing employees' evaluation of the authenticity of their company's corporate social responsibility engagement," Journal of Business Research, Elsevier, vol. 101(C), pages 128-143.
    15. M. López & Arminda Garcia & Lazaro Rodriguez, 2007. "Sustainable Development and Corporate Performance: A Study Based on the Dow Jones Sustainability Index," Journal of Business Ethics, Springer, vol. 75(3), pages 285-300, October.
    16. 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.
    17. Lai, Xiaobing & Zhang, Fan, 2022. "Can ESG certification help company get out of over-indebtedness? Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 76(C).
    18. Agliardi, Elettra & Alexopoulos, Thomas & Karvelas, Kleanthis, 2023. "The environmental pillar of ESG and financial performance: A portfolio analysis," Energy Economics, Elsevier, vol. 120(C).
    19. Adriana Galant & Simon Cadez, 2017. "Corporate social responsibility and financial performance relationship: a review of measurement approaches," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 30(1), pages 676-693, January.
    20. Martin, Patrick R. & Moser, Donald V., 2016. "Managers’ green investment disclosures and investors’ reaction," Journal of Accounting and Economics, Elsevier, vol. 61(1), pages 239-254.
    21. Florian Berg & Julian F Kölbel & Roberto Rigobon, 2022. "Aggregate Confusion: The Divergence of ESG Ratings [Corporate social responsibility and firm risk: theory and empirical evidence]," Review of Finance, European Finance Association, vol. 26(6), pages 1315-1344.
    22. Muhammad Azeem Qureshi & Minhas Akbar & Ahsan Akbar & Petra Poulova, 2021. "Do ESG Endeavors Assist Firms in Achieving Superior Financial Performance? A Case of 100 Best Corporate Citizens," SAGE Open, , vol. 11(2), pages 21582440211, June.
    23. Nisar Ahmad & Asma Mobarek & Naheed Nawazesh Roni, 2021. "Revisiting the impact of ESG on financial performance of FTSE350 UK firms: Static and dynamic panel data analysis," Cogent Business & Management, Taylor & Francis Journals, vol. 8(1), pages 1900500-190, January.
    24. Becchetti, Leonardo & Ciciretti, Rocco & Hasan, Iftekhar, 2015. "Corporate social responsibility, stakeholder risk, and idiosyncratic volatility," Journal of Corporate Finance, Elsevier, vol. 35(C), pages 297-309.
    25. Al-Tuwaijri, Sulaiman A. & Christensen, Theodore E. & Hughes, K. II, 2004. "The relations among environmental disclosure, environmental performance, and economic performance: a simultaneous equations approach," Accounting, Organizations and Society, Elsevier, vol. 29(5-6), pages 447-471.
    26. Mingying Cheng & Iftekhar Hasan, 2023. "Firm ESG Practices and the Terms of Bank Lending," Palgrave Macmillan Studies in Banking and Financial Institutions, in: Chrysovalantis Gaganis & Fotios Pasiouras & Menelaos Tasiou & Constantin Zopounidis (ed.), Sustainable Finance and ESG, pages 91-124, Palgrave Macmillan.
    27. Elizabeth Demers & Jurian Hendrikse & Philip Joos & Baruch Lev, 2021. "ESG did not immunize stocks during the COVID‐19 crisis, but investments in intangible assets did," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 48(3-4), pages 433-462, March.
    28. Archana Saxena & Rajesh Singh & Anita Gehlot & Shaik Vaseem Akram & Bhekisipho Twala & Aman Singh & Elisabeth Caro Montero & Neeraj Priyadarshi, 2022. "Technologies Empowered Environmental, Social, and Governance (ESG): An Industry 4.0 Landscape," Sustainability, MDPI, vol. 15(1), pages 1-17, December.
    29. Jody Grewal & Clarissa Hauptmann & George Serafeim, 2021. "Material Sustainability Information and Stock Price Informativeness," Journal of Business Ethics, Springer, vol. 171(3), pages 513-544, July.
    30. Gunnar Friede & Timo Busch & Alexander Bassen, 2015. "ESG and financial performance: aggregated evidence from more than 2000 empirical studies," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 5(4), pages 210-233, October.
    31. Becchetti, Leonardo & Ciciretti, Rocco & Dalò, Ambrogio, 2018. "Fishing the Corporate Social Responsibility risk factors," Journal of Financial Stability, Elsevier, vol. 37(C), pages 25-48.
    32. Luc Bauwens & Sébastien Laurent & Jeroen V. K. Rombouts, 2006. "Multivariate GARCH models: a survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(1), pages 79-109, January.
    33. Valeria D’Amato & Rita D’Ecclesia & Susanna Levantesi, 2022. "ESG score prediction through random forest algorithm," Computational Management Science, Springer, vol. 19(2), pages 347-373, June.
    34. Kacperczyk, Marcin & Bolton, Patrick, 2020. "Carbon Premium around the World," CEPR Discussion Papers 14567, C.E.P.R. Discussion Papers.
    35. Gérard Biau & Erwan Scornet, 2016. "A random forest guided tour," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 25(2), pages 197-227, June.
    36. Avramov, Doron & Cheng, Si & Lioui, Abraham & Tarelli, Andrea, 2022. "Sustainable investing with ESG rating uncertainty," Journal of Financial Economics, Elsevier, vol. 145(2), pages 642-664.
    37. So Ra Park & Jae Young Jang, 2021. "The Impact of ESG Management on Investment Decision: Institutional Investors’ Perceptions of Country-Specific ESG Criteria," IJFS, MDPI, vol. 9(3), pages 1-27, September.
    38. Jennifer Martínez‐Ferrero & José Valeriano Frías‐Aceituno, 2015. "Relationship Between Sustainable Development and Financial Performance: International Empirical Research," Business Strategy and the Environment, Wiley Blackwell, vol. 24(1), pages 20-39, January.
    39. Yaghoub Abdi & Xiaoni Li & Xavier Càmara-Turull, 2022. "Exploring the impact of sustainability (ESG) disclosure on firm value and financial performance (FP) in airline industry: the moderating role of size and age," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(4), pages 5052-5079, April.
    40. Engle, Robert, 2002. "Dynamic Conditional Correlation: A Simple Class of Multivariate Generalized Autoregressive Conditional Heteroskedasticity Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(3), pages 339-350, July.
    41. Fabrizio Crespi & Milena Migliavacca, 2020. "The Determinants of ESG Rating in the Financial Industry: The Same Old Story or a Different Tale?," Sustainability, MDPI, vol. 12(16), pages 1-20, August.
    42. Sakis Kotsantonis & George Serafeim, 2019. "Four Things No One Will Tell You About ESG Data," Journal of Applied Corporate Finance, Morgan Stanley, vol. 31(2), pages 50-58, June.
    43. Anis Maaloul & Daniel Zéghal & Walid Ben Amar & Sari Mansour, 2023. "The Effect of Environmental, Social, and Governance (ESG) Performance and Disclosure on Cost of Debt: The Mediating Effect of Corporate Reputation," Corporate Reputation Review, Palgrave Macmillan, vol. 26(1), pages 1-18, February.
    44. Elena Escrig-Olmedo & María Ángeles Fernández-Izquierdo & Idoya Ferrero-Ferrero & Juana María Rivera-Lirio & María Jesús Muñoz-Torres, 2019. "Rating the Raters: Evaluating how ESG Rating Agencies Integrate Sustainability Principles," Sustainability, MDPI, vol. 11(3), pages 1-16, February.
    45. Philipp Krueger & Zacharias Sautner & Dragon Yongjun Tang & Rui Zhong, 2021. "The Effects of Mandatory ESG Disclosure Around the World," Swiss Finance Institute Research Paper Series 21-44, Swiss Finance Institute.
    46. Gérard Biau & Erwan Scornet, 2016. "Rejoinder on: A random forest guided tour," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 25(2), pages 264-268, June.
    47. Mandas, Marco & Lahmar, Oumaima & Piras, Luca & De Lisa, Riccardo, 2023. "ESG in the financial industry: What matters for rating analysts?," Research in International Business and Finance, Elsevier, vol. 66(C).
    48. Ciciretti, Rocco & Dalò, Ambrogio & Dam, Lammertjan, 2023. "The contributions of betas versus characteristics to the ESG premium," Journal of Empirical Finance, Elsevier, vol. 71(C), pages 104-124.
    49. Jody Grewal & Edward J. Riedl & George Serafeim, 2019. "Market Reaction to Mandatory Nonfinancial Disclosure," Management Science, INFORMS, vol. 65(7), pages 3061-3084, July.
    50. Amy J. Hillman & Gerald D. Keim, 2001. "Shareholder value, stakeholder management, and social issues: what's the bottom line?," Strategic Management Journal, Wiley Blackwell, vol. 22(2), pages 125-139, February.
    51. 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 risks; Firm performance risks; Investment strategy; Forecasting;
    All these keywords.

    JEL classification:

    • G3 - Financial Economics - - Corporate Finance and Governance
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • C6 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling
    • C8 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs

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