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Does Good ESG Lead to Better Financial Performances by Firms? Machine Learning and Logistic Regression Models of Public Enterprises in Europe

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  1. Massimiliano Cerciello & Francesco Busato & Simone Taddeo, 2023. "The effect of sustainable business practices on profitability. Accounting for strategic disclosure," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(2), pages 802-819, March.
  2. Bruna, Maria Giuseppina & Loprevite, Salvatore & Raucci, Domenico & Ricca, Bruno & Rupo, Daniela, 2022. "Investigating the marginal impact of ESG results on corporate financial performance," Finance Research Letters, Elsevier, vol. 47(PA).
  3. Trotta, Annarita & Rania, Francesco & Strano, Eugenia, 2024. "Exploring the linkages between FinTech and ESG: A bibliometric perspective," Research in International Business and Finance, Elsevier, vol. 69(C).
  4. Gianpaolo Iazzolino & Maria Elena Bruni & Stefania Veltri & Donato Morea & Giovanni Baldissarro, 2023. "The impact of ESG factors on financial efficiency: An empirical analysis for the selection of sustainable firm portfolios," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1917-1927, July.
  5. Alena Kocmanová & Marie Pavláková Dočekalová & Tomáš Meluzín & Stanislav Škapa, 2020. "Sustainable Investing Model for Decision Makers (Based On Research of Manufacturing Industry in the Czech Republic)," Sustainability, MDPI, vol. 12(20), pages 1-27, October.
  6. Taskin, Dilvin & Sariyer, Görkem & Acar, Ece & Cagli, Efe Caglar, 2025. "Do past ESG scores efficiently predict future ESG performance?," Research in International Business and Finance, Elsevier, vol. 74(C).
  7. Jeongmin Lee & Jinwoo Lee & Changhee Lee & Yulseong Kim, 2023. "Identifying ESG Trends of International Container Shipping Companies Using Semantic Network Analysis and Multiple Case Theory," Sustainability, MDPI, vol. 15(12), pages 1-20, June.
  8. A Young Choi & Dohyun Kim & Joonho Na, 2025. "Disaggregating ESG Mechanisms: The Mediating Role of Stakeholder Pressure in the Financial Performance of Logistics Firms," Sustainability, MDPI, vol. 17(19), pages 1-21, October.
  9. Doğan, Murat & Sayılır, Özlem & Komath, Muhammed Aslam Chelery & Çimen, Emre, 2025. "Prediction of market value of firms with corporate sustainability performance data using machine learning models," Finance Research Letters, Elsevier, vol. 77(C).
  10. Sina Belkhiria & Azhaar Lajmi & Siwar Sayed, 2025. "Predicting Environmental Social and Governance Scores: Applying Machine Learning Models to French Companies," JRFM, MDPI, vol. 18(8), pages 1-21, July.
  11. Federica Doni & Marco Fiameni, 2024. "Can innovation affect the relationship between Environmental, Social, and Governance issues and financial performance? Empirical evidence from the STOXX200 index," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 546-574, February.
  12. Cosmin-Dănuț VEZETEU & Marius Sorin DINCĂ & Raluca-Ioana STĂNCIULESCU, 2024. "The influence of ESG on financial performance. Evidence from a combined cluster and panel regression analysis," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(4), pages 82-104, December.
  13. Xiyan Sun & Pei Yuan & Fengge Yao & Zenan Qin & Sijia Yang & Xiaomei Wang, 2025. "Financial Fragility in Emerging Markets: Examining the Innovative Applications of Machine Learning Design Methods," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(2), pages 5862-5883, June.
  14. Silvia Bressan, 2023. "ESG, Taxes, and Profitability of Insurers," Sustainability, MDPI, vol. 15(18), pages 1-13, September.
  15. Enrico Bernardini & Marco Fanari & Enrico Foscolo & Francesco Ruggiero, 2024. "Environmental data and scores: Lost in translation," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(5), pages 4796-4818, September.
  16. Yin Shi & Xiaoni Li & Maher Asal, 2023. "Impact of sustainability on financial distress in the air transport industry: the moderating effect of Asia–Pacific," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-23, December.
  17. Phoebe Koundouri & Nikitas Pittis & Angelos Plataniotis, 2022. "The Impact of ESG Performance on the Financial Performance of European Area Companies: An Empirical Examination," DEOS Working Papers 2218, Athens University of Economics and Business.
  18. Wu Ning & Ummar Faruk Saeed & Angelina Kissiwaa Twum & Abednego Osei, 2024. "Can ESG disclosures promote firms going concern? Evidence from BRICS countries," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(5), pages 3792-3803, September.
  19. Hum Nath Bhandari & Nawa Raj Pokhrel & Ramchandra Rimal & Keshab R. Dahal & Binod Rimal, 2024. "Implementation of deep learning models in predicting ESG index volatility," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 10(1), pages 1-24, December.
  20. Quintiliani, Andrea, 2025. "Small and medium-sized enterprises and sustainable transition: Role of FinTech in a country's banking ecosystem," Research in International Business and Finance, Elsevier, vol. 73(PA).
  21. Luky Patricia Widianingsih & Cliff Kohardinata & Emelie Vlaviorine, 2024. "Renewable Energy Consumption, ESG Reporting, and Fixed Asset Turnover: Does it Work in Asia?," International Journal of Energy Economics and Policy, Econjournals, vol. 14(1), pages 552-558, January.
  22. Timár, Barnabás, 2023. "A klímavédelmi események hatása a köztudatra és a tőkepiacra. Empirikus vizsgálat Google-trends- és ETF-adatokon [The impact of climate events on public perception and capital markets. An empirical," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(7), pages 713-745.
  23. Antonio García-Amate & Alicia Ramírez-Orellana & Alfonso A. Rojo-Ramírez & M. Pilar Casado-Belmonte, 2023. "Do ESG controversies moderate the relationship between CSR and corporate financial performance in oil and gas firms?," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-14, December.
  24. Magdalena ZioÅ‚o & Elżbieta Szaruga & Anna Spoz, 2023. "Financial and non–financial factors in companies’ adaptation process towards sustainability and sustainable business models," Journal of Entrepreneurship, Management and Innovation, Fundacja Upowszechniająca Wiedzę i Naukę "Cognitione", vol. 19(4), pages 48-82.
  25. Rachana Manoj Lunawat & Mahmoud Elmarzouky & Doaa Shohaieb, 2025. "Integrating Environmental, Social, and Governance (ESG) Factors into the Investment Returns of American Companies," Sustainability, MDPI, vol. 17(19), pages 1-20, September.
  26. Federica Ielasi & Paolo Ceccherini & Pietro Zito, 2020. "Integrating ESG Analysis into Smart Beta Strategies," Sustainability, MDPI, vol. 12(22), pages 1-22, November.
  27. Jiangshan Zhu & Rong Li & Zixuan Chen & Tiantian Zhang, 2025. "Does Ownership Structure Influence the Financial Performance of Chinese Listed Companies? An Analysis of ESG Practices and Accounting-Based Outcomes," IJFS, MDPI, vol. 13(2), pages 1-29, March.
  28. Ertz Myriam & Gautier George Yao Quenum & Mouhamadou Moustapha Gueye & Chourouk Ouerghemmi & Moussa Sacko, 2025. "More Money, More Ethical Commitment? How Corporate Financial Performance Influences Environmental Social and Governance Practices," IJFS, MDPI, vol. 13(3), pages 1-20, August.
  29. Krzysztof Kluza & Anna Chmielewska, 2025. "Sustainable Corporate Development: Shareholder Value and Environmental, Social and Governance Risk Ratings in Central European Capital Markets," Sustainability, MDPI, vol. 17(21), pages 1-20, October.
  30. Wullianallur Raghupathi & Sarah Jinhui Wu & Viju Raghupathi, 2023. "Understanding Corporate Sustainability Disclosures from the Securities Exchange Commission Filings," Sustainability, MDPI, vol. 15(5), pages 1-32, February.
  31. Farah Mneimneh & Michel Kodsi & Marc Chamoun & Mohammad Basharoush & Seeram Ramakrishna, 2023. "How Can Green Energy Technology Innovations Improve the Carbon-Related Environmental Dimension of ESG Rating?," Circular Economy and Sustainability, Springer, vol. 3(4), pages 2183-2199, December.
  32. Mărioara Beleneși & Victoria Bogdan & Dorina Nicoleta Popa, 2021. "Disclosure Dynamics and Non-Financial Reporting Analysis. The Case of Romanian Listed Companies," Sustainability, MDPI, vol. 13(9), pages 1-23, April.
  33. Hakan Gökhan Gündoğdu & Ahmet Aytekin & Şura Toptancı & Selçuk Korucuk & Çağlar Karamaşa, 2023. "Environmental, social, and governance risks and environmentally sensitive competitive strategies: A case study of a multinational logistics company," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4874-4906, November.
  34. Ícaro Guilherme Félix Cunha & Renata Veloso Santos Policarpo & Paula Cristina Senra Oliveira & Etienne Cardoso Abdala & Daisy Aparecida Nascimento Rebelatto, 2025. "A systematic review of ESG indicators and corporate performance: proposal for a conceptual framework," Future Business Journal, Springer, vol. 11(1), pages 1-25, December.
  35. Haitao Lu & Xiaofeng Hu, 2024. "RETRACTED ARTICLE: Enhancing Financial Risk Prediction for Listed Companies: A Catboost-Based Ensemble Learning Approach," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(2), pages 9824-9840, June.
  36. Lemuel Kenneth David & Jianling Wang & Vanessa Angel & Meiling Luo, 2024. "China's ESG scorecard: A predictive machine learning model," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(4), pages 3468-3486, July.
  37. Inigo Martin-Melero & Raul Gomez-Martinez & Maria Luisa Medrano-Garcia & Felipe Hernandez-Perlines, 2025. "Comparison of sectorial and financial data for ESG scoring of mutual funds with machine learning," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-31, December.
  38. Cristiane Gea & Marcelo Cabus Klotzle & Luciano Vereda & Antonio Carlos Figueiredo Pinto, 2023. "Pricing uncertainty in the Brazilian stock market: do size and sustainability matter?," SN Business & Economics, Springer, vol. 3(1), pages 1-37, January.
  39. Bruno Ricca & Massimiliano Ferrara & Salvatore Loprevite, 2023. "Searching for an effective accounting-based score of firm performance: a comparative study between different synthesis techniques," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(4), pages 3575-3602, August.
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