Predictive insights: leveraging Twitter sentiments and machine learning for environmental, social and governance controversy prediction
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DOI: 10.1007/s42001-023-00228-5
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- Rüdiger Bachmann & Gabriel Ehrlich & Ying Fan & Dimitrije Ruzic & Benjamin Leard, 2023.
"Firms and Collective Reputation: a Study of the Volkswagen Emissions Scandal,"
Journal of the European Economic Association, European Economic Association, vol. 21(2), pages 484-525.
- Ruediger Bachmann & Gabriel Ehrlich & Ying Fan & Dimitrije Ruzic, 2017. "Firms and Collective Reputation: A Study of the Volkswagen Emissions Scandal," CESifo Working Paper Series 6805, CESifo.
- Ruediger Bachmann & Gabriel Ehrlich & Ying Fan & Dimitrije Ruzic & Benjamin Leard, 2019. "Firms and Collective Reputation: a Study of the Volkswagen Emissions Scandal," NBER Working Papers 26117, National Bureau of Economic Research, Inc.
- Bachmann, Rüdiger & Ehrlich, Gabriel & Ruzic, Dimitrije & Fan, Ying, 2017. "Firms and Collective Reputation: a Study of the Volkswagen Emissions Scandal," CEPR Discussion Papers 12504, C.E.P.R. Discussion Papers.
- Florian Barth & Christian Eckert & Nadine Gatzert & Hendrik Scholz, 2022. "Spillover Effects from the Volkswagen Emissions Scandal: An Analysis of Stock and Corporate Bond Markets," Schmalenbach Journal of Business Research, Springer, vol. 74(1), pages 37-76, March.
- Hyeongjun Kim & Hoon Cho & Doojin Ryu, 2020. "Corporate Default Predictions Using Machine Learning: Literature Review," Sustainability, MDPI, vol. 12(16), pages 1-11, August.
- Ye Cai & Hoje Jo & Carrie Pan, 2012. "Doing Well While Doing Bad? CSR in Controversial Industry Sectors," Journal of Business Ethics, Springer, vol. 108(4), pages 467-480, July.
- Adriana Barbeito‐Caamaño & Ricardo Chalmeta, 2020. "Using big data to evaluate corporate social responsibility and sustainable development practices," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(6), pages 2831-2848, November.
- Treepongkaruna, Sirimon & Kyaw, Khine & Jiraporn, Pornsit, 2022. "Shareholder litigation rights and ESG controversies: A quasi-natural experiment," International Review of Financial Analysis, Elsevier, vol. 84(C).
- Gunther Capelle-Blancard & Aurélien Petit, 2019.
"Every Little Helps? ESG News and Stock Market Reaction,"
Journal of Business Ethics, Springer, vol. 157(2), pages 543-565, June.
- Gunther Capelle-Blancard & Aurélien Petit, 2019. "Every Little Helps? ESG News and Stock Market Reaction," Post-Print hal-02342872, HAL.
- Gunther Capelle-Blancard & Aurélien Petit, 2019. "Every Little Helps? ESG News and Stock Market Reaction," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-02342872, HAL.
- 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.
- Peter Seele & Irina Lock, 2015. "Instrumental and/or Deliberative? A Typology of CSR Communication Tools," Journal of Business Ethics, Springer, vol. 131(2), pages 401-414, October.
- Laurentiu Dan Anghel & Georgiana Florentina Grigore & Mihai Roşca, 2011. "Cause-Related Marketing, Part of Corporate Social Responsibility and Its Influence upon Consumers’ Attitude," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 13(29), pages 72-85, February.
- Katharina Pilgrim & Sabine Bohnet-Joschko, 2022. "Corporate Social Responsibility on Twitter: A Review of Topics and Digital Communication Strategies’ Success Factors," Sustainability, MDPI, vol. 14(24), pages 1-24, December.
- Ashish Kumar Jha & Nishant Kumar Verma, 2023. "Social Media Sustainability Communication: An Analysis of Firm Behaviour and Stakeholder Responses," Information Systems Frontiers, Springer, vol. 25(2), pages 723-742, April.
- Raghu Garg & Himanshu Aggarwal & Piera Centobelli & Roberto Cerchione, 2019. "Extracting Knowledge from Big Data for Sustainability: A Comparison of Machine Learning Techniques," Sustainability, MDPI, vol. 11(23), pages 1-17, November.
- Ladislav Pilař & Lucie Kvasničková Stanislavská & Jana Pitrová & Igor Krejčí & Ivana Tichá & Martina Chalupová, 2019. "Twitter Analysis of Global Communication in the Field of Sustainability," Sustainability, MDPI, vol. 11(24), pages 1-16, December.
- Hui-Cheng Yu & Lopin Kuo & Mao-Feng Kao, 2017. "The relationship between CSR disclosure and competitive advantage," Sustainability Accounting, Management and Policy Journal, Emerald Group Publishing Limited, vol. 8(5), pages 547-570, November.
- 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.
- Jun Li & Di (Andrew) Wu, 2020. "Do Corporate Social Responsibility Engagements Lead to Real Environmental, Social, and Governance Impact?," Management Science, INFORMS, vol. 66(6), pages 2564-2588, June.
- Antoncic, Madelyn, 2020. "Uncovering hidden signals for sustainable investing using Big Data: Artificial intelligence, machine learning and natural language processing," Journal of Risk Management in Financial Institutions, Henry Stewart Publications, vol. 13(2), pages 106-113, March.
- Natalia Semenova & Lars Hassel, 2015. "On the Validity of Environmental Performance Metrics," Journal of Business Ethics, Springer, vol. 132(2), pages 249-258, December.
- 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.
- Reyes Samaniego-Medina & Pilar Giraldez-Puig, 2022. "Do Sustainability Risks Affect Credit Ratings? Evidence from European Banks," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 24(61), pages 720-720, August.
- Amal Aouadi & Sylvain Marsat, 2018. "Do ESG Controversies Matter for Firm Value? Evidence from International Data," Journal of Business Ethics, Springer, vol. 151(4), pages 1027-1047, September.
- 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.
- Constantinos N. Leonidou & Dionysis Skarmeas, 2017. "Gray Shades of Green: Causes and Consequences of Green Skepticism," Journal of Business Ethics, Springer, vol. 144(2), pages 401-415, August.
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Keywords
Machine learning; Twitter sentiment analysis; ESG controversies; CSR; Stakeholder; Legitimacy;All these keywords.
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