Can Machine Learning Explain Alpha Generated by ESG Factors?
Author
Abstract
Suggested Citation
DOI: 10.1007/s10614-024-10602-8
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Fabrizio Rossi & Maretno Agus Harjoto, 2020. "Corporate non-financial disclosure, firm value, risk, and agency costs: evidence from Italian listed companies," Review of Managerial Science, Springer, vol. 14(5), pages 1149-1181, October.
- Mario La Torre & Fabiomassimo Mango & Arturo Cafaro & Sabrina Leo, 2020. "Does the ESG Index Affect Stock Return? Evidence from the Eurostoxx50," Sustainability, MDPI, vol. 12(16), pages 1-12, August.
- Eduardo Duque-Grisales & Javier Aguilera-Caracuel, 2021. "Environmental, Social and Governance (ESG) Scores and Financial Performance of Multilatinas: Moderating Effects of Geographic International Diversification and Financial Slack," Journal of Business Ethics, Springer, vol. 168(2), pages 315-334, January.
- Shameek Konar & Mark A. Cohen, 2001. "Does The Market Value Environmental Performance?," The Review of Economics and Statistics, MIT Press, vol. 83(2), pages 281-289, May.
- Borghesi, Richard & Houston, Joel F. & Naranjo, Andy, 2014. "Corporate socially responsible investments: CEO altruism, reputation, and shareholder interests," Journal of Corporate Finance, Elsevier, vol. 26(C), pages 164-181.
- Juhee Hwang & Hyuna Kim & Dongjin Jung, 2021. "The Effect of ESG Activities on Financial Performance during the COVID-19 Pandemic—Evidence from Korea," Sustainability, MDPI, vol. 13(20), pages 1-17, October.
- Umar, Muhammad & Mirza, Nawazish & Rizvi, Syed Kumail Abbas & Naqvi, Bushra, 2022. "ESG scores and target price accuracy: Evidence from sell-side recommendations in BRICS," International Review of Financial Analysis, Elsevier, vol. 84(C).
- Fatemi, Ali & Fooladi, Iraj & Tehranian, Hassan, 2015. "Valuation effects of corporate social responsibility," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 182-192.
- Bolton, Patrick & Kacperczyk, Marcin, 2021.
"Do investors care about carbon risk?,"
Journal of Financial Economics, Elsevier, vol. 142(2), pages 517-549.
- Kacperczyk, Marcin & Bolton, Patrick, 2020. "Do Investors Care about Carbon Risk?," CEPR Discussion Papers 14568, C.E.P.R. Discussion Papers.
- Patrick Bolton & Marcin Kacperczyk, 2020. "Do Investors Care about Carbon Risk?," NBER Working Papers 26968, National Bureau of Economic Research, Inc.
- Chunying Wu & Xiong Xiong & Ya Gao, 2022. "Does ESG Certification Improve Price Efficiency in the Chinese Stock Market?," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 29(1), pages 97-122, March.
- Khine Kyaw & Mojisola Olugbode & Barbara Petracci, 2022. "Stakeholder engagement: Investors' environmental risk aversion and corporate earnings," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 1220-1231, March.
- Leung, Woon Sau & Mazouz, Khelifa & Chen, Jie & Wood, Geoffrey, 2018. "Organization capital, labor market flexibility, and stock returns around the world," Journal of Banking & Finance, Elsevier, vol. 89(C), pages 150-168.
- Gil Cohen, 2023. "ESG risks and corporate survival," Environment Systems and Decisions, Springer, vol. 43(1), pages 16-21, March.
- Jeremy Galbreath, 2013. "ESG in Focus: The Australian Evidence," Journal of Business Ethics, Springer, vol. 118(3), pages 529-541, December.
- Natalia Semenova & Lars G. Hassel, 2016. "The moderating effects of environmental risk of the industry on the relationship between corporate environmental and financial performance," Journal of Applied Accounting Research, Emerald Group Publishing Limited, vol. 17(1), pages 97-114, February.
- Ahmed Aboud & Ahmed Diab, 2019. "The financial and market consequences of environmental, social and governance ratings," Sustainability Accounting, Management and Policy Journal, Emerald Group Publishing Limited, vol. 10(3), pages 498-520, June.
- George Serafeim & Aaron Yoon, 2023. "Stock price reactions to ESG news: the role of ESG ratings and disagreement," Review of Accounting Studies, Springer, vol. 28(3), pages 1500-1530, September.
- Jiao, Yawen, 2010. "Stakeholder welfare and firm value," Journal of Banking & Finance, Elsevier, vol. 34(10), pages 2549-2561, October.
- Shahbaz, Muhammad & Karaman, Abdullah S. & Kilic, Merve & Uyar, Ali, 2020. "Board attributes, CSR engagement, and corporate performance: What is the nexus in the energy sector?," Energy Policy, Elsevier, vol. 143(C).
- Sylvain Marsat & Guillaume Pijourlet & Muhammad Ullah, 2021. "Does environmental performance help firms to be more resilient against environmental controversies? International evidence," Post-Print hal-03183955, HAL.
- Beaver, Wh, 1968. "Market Prices, Financial Ratios, And Prediction Of Failure," Journal of Accounting Research, Wiley Blackwell, vol. 6(2), pages 179-192.
- Soohun Kim & Aaron Yoon, 2023. "Analyzing Active Fund Managers’ Commitment to ESG: Evidence from the United Nations Principles for Responsible Investment," Management Science, INFORMS, vol. 69(2), pages 741-758, February.
- Silvia Carnini Pulino & Mirella Ciaburri & Barbara Sveva Magnanelli & Luigi Nasta, 2022. "Does ESG Disclosure Influence Firm Performance?," Sustainability, MDPI, vol. 14(13), pages 1-18, June.
- Maria Rodionova & Angi Skhvediani & Tatiana Kudryavtseva, 2022. "ESG as a Booster for Logistics Stock Returns—Evidence from the US Stock Market," Sustainability, MDPI, vol. 14(19), pages 1-26, September.
- 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.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Zhu, Hui & Wagner, Eva, 2024. "Is corporate social responsibility a matter of trust? A cross-country investigation," International Review of Financial Analysis, Elsevier, vol. 93(C).
- Al-Shaer, Habiba & Uyar, Ali & Kuzey, Cemil & Karaman, Abdullah S., 2023. "Do shareholders punish or reward excessive CSR engagement? Moderating effect of cash flow and firm growth," International Review of Financial Analysis, Elsevier, vol. 88(C).
- Gillan, Stuart L. & Koch, Andrew & Starks, Laura T., 2021. "Firms and social responsibility: A review of ESG and CSR research in corporate finance," Journal of Corporate Finance, Elsevier, vol. 66(C).
- Wu, Zihao & Lin, Siliang & Chen, Tianhao & Luo, Chunyang & Xu, Hui, 2023. "Does effective corporate governance mitigate the negative effect of ESG controversies on firm value?," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1772-1793.
- Rabab Abouarab & Tapas Mishra & Simon Wolfe, 2025. "Spotting Portfolio Greenwashing in Environmental Funds," Journal of Business Ethics, Springer, vol. 197(4), pages 811-839, April.
- Marina Brogi & Valentina Lagasio, 2019. "Environmental, social, and governance and company profitability: Are financial intermediaries different?," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 26(3), pages 576-587, May.
- Sakkakom Maneenop & Chaiyuth Padungsaksawasdi & Sirimon Treepongkaruna, 2024. "Co‐opted board, environment, social and governance," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 1161-1172, February.
- Shihao Yin & Zhongguo Lin & Panni Li & Binbin Peng, 2025. "Does environmental credit affect bank loans? Evidence from Chinese A‐share listed firms," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 30(2), pages 1225-1248, April.
- Goretti Cabaleiro-Cerviño & Pedro Mendi, 2024. "ESG-driven innovation strategy and firm performance," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 14(1), pages 137-185, March.
- Xiaoyan Xu & Hong Zhao, 2024. "An Empirical Study on ESG Evaluation of Chinese Energy Enterprises Based on High-Quality Development Goals—A Case Study of Listed Company Data," Sustainability, MDPI, vol. 16(15), pages 1-22, August.
- Caterina Lucarelli & Sabrina Severini, 2024. "Anatomy of the chimera: Environmental, Social, and Governance ratings beyond the myth," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 4198-4217, July.
- Thu Huong Tran & Wen‐Min Lu & Irene Wei Kiong Ting & Hsueh‐Li ( Shirley) Huang & Muhammad Ashraf Fauzi, 2024. "Examining the impact of board gender diversity and regional differentiation in the ESG‐corporate performance nexus: Evidence from financial service industry," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 45(6), pages 4105-4124, September.
- Porzio, Claudio & Salerno, Dario & Stella, Gian Paolo, 2023. "Retail investors’ sensitivity to the development and promotion of CSR issues," Finance Research Letters, Elsevier, vol. 53(C).
- Fafaliou, Irene & Giaka, Maria & Konstantios, Dimitrios & Polemis, Michael, 2020. "Firms’ Sustainability Performance and Market Longevity," MPRA Paper 101445, University Library of Munich, Germany.
- Ann Susan Thomas & Ambili Jayachandran & Ajithakumari Vijayappan Nair Biju, 2024. "Strategic mapping of the environmental social governance landscape in finance – A bibliometric exploration through concepts and themes," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(5), pages 4428-4453, September.
- Wen‐Min Lu & Qian Long Kweh & Irene Wei Kiong Ting & Chunya Ren, 2023. "How does stakeholder engagement through environmental, social, and governance affect eco‐efficiency and profitability efficiency? Zooming into Apple Inc.'s counterparts," Business Strategy and the Environment, Wiley Blackwell, vol. 32(1), pages 587-601, January.
- Angelidis, Timotheos & Michairinas, Athanasios & Sakkas, Athanasios, 2024. "World ESG performance and economic activity," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 93(C).
- Hadiqa Ahmad & Muhammad Yaqub & Seung Hwan Lee, 2024. "Environmental-, social-, and governance-related factors for business investment and sustainability: a scientometric review of global trends," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(2), pages 2965-2987, February.
- Jeong, Nara & Kim, Nari & Arthurs, Jonathan D., 2021. "The CEO’s tenure life cycle, corporate social responsibility and the moderating role of the CEO’s political orientation," Journal of Business Research, Elsevier, vol. 137(C), pages 464-474.
- Elbasha, Tamim & Avetisyan, Emma, 2018. "A framework to study strategizing activities at the field level: The example of CSR rating agencies," European Management Journal, Elsevier, vol. 36(1), pages 38-46.
More about this item
Keywords
Sustainability; Machine learning; Portfolio management;All these keywords.
JEL classification:
- G1 - Financial Economics - - General Financial Markets
- G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
- G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:kap:compec:v:65:y:2025:i:3:d:10.1007_s10614-024-10602-8. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.