Mapping ESG trends by distant supervision of neural language models

N Raman, G Bang, A Nourbakhsh - Machine Learning and Knowledge …, 2020 - mdpi.com
The integration of Environmental, Social and Governance (ESG) considerations into
business decisions and investment strategies have accelerated over the past few years. It is …

Heterogeneous ensemble for ESG ratings prediction

T Krappel, A Bogun, D Borth - arXiv preprint arXiv:2109.10085, 2021 - arxiv.org
Over the past years, topics ranging from climate change to human rights have seen
increasing importance for investment decisions. Hence, investors (asset managers and …

Integrating semantic and structural information with graph convolutional network for controversy detection

L Zhong, J Cao, Q Sheng, J Guo, Z Wang - arXiv preprint arXiv …, 2020 - arxiv.org
Identifying controversial posts on social media is a fundamental task for mining public
sentiment, assessing the influence of events, and alleviating the polarized views. However …

Unveiling the blackbox within ESG ratings' blackbox: Toward a framework for analyzing AI adoption and its impacts

F Suárez Giri… - Business Strategy & …, 2024 - Wiley Online Library
Artificial intelligence (AI) is transforming entire industries at an unprecedented pace. Yet,
established technology adoption theories offer limited tools for characterizing business AI …

On predicting ESG ratings using dynamic company networks

G Ang, Z Guo, EP Lim - ACM Transactions on Management Information …, 2023 - dl.acm.org
Environmental, social and governance (ESG) considerations play an increasingly important
role due to the growing focus on sustainability globally. Entities, such as banks and …

ESG-FTSE: A corpus of news articles with ESG relevance labels and use cases

M Pavlova, B Casey, M Wang - arXiv preprint arXiv:2405.20218, 2024 - arxiv.org
We present ESG-FTSE, the first corpus comprised of news articles with Environmental,
Social and Governance (ESG) relevance annotations. In recent years, investors and …

An Integrated Approach to ESG Index Construction with Machine Learning

M Gamlath, C Gunathilaka, A Wijesinghe… - 2023 Moratuwa …, 2023 - ieeexplore.ieee.org
This paper presents an integrated approach to the automated generation of Environmental,
Social and Governance (ESG) ratings of companies from financial and textual data. Three …

[PDF][PDF] Modelling ESG with Twitter Data

A Marozzi, F Lanza - 2022 - esg-stack.ghost.io
Abstract The integration of Environmental, Social and Governance (ESG) considerations into
investment strategies, business decisions, legislative and regulatory initiatives have grown …

[PDF][PDF] ESG-FTSE: A corpus of news articles with ESG relevance labels and use cases

MPM Wang, B Casey - LREC-COLING 2024, 2024 - aclanthology.org
We present ESG-FTSE, the first corpus comprised of news articles with Environmental,
Social and Governance (ESG) relevance annotations. In recent years, investors and …