Predicting Companies' ESG Ratings from News Articles Using Multivariate Timeseries Analysis
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References listed on IDEAS
- 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.
- 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.
- 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).
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- Yupeng Cao & Zhi Chen & Qingyun Pei & Fabrizio Dimino & Lorenzo Ausiello & Prashant Kumar & K. P. Subbalakshmi & Papa Momar Ndiaye, 2024. "RiskLabs: Predicting Financial Risk Using Large Language Model Based on Multi-Sources Data," Papers 2404.07452, arXiv.org.
- C'esar Pedrosa Soares, 2024. "Leveraging Natural Language and Item Response Theory Models for ESG Scoring," Papers 2407.20377, arXiv.org.
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NEP fields
This paper has been announced in the following NEP Reports:- NEP-BIG-2023-02-06 (Big Data)
- NEP-ENV-2023-02-06 (Environmental Economics)
- NEP-FMK-2023-02-06 (Financial Markets)
- NEP-FOR-2023-02-06 (Forecasting)
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