Artificial Intelligence and FinTech Technologies for ESG Data and Analysis

5 Pages Posted: 25 Feb 2021 Last revised: 22 Feb 2022

See all articles by Martina Macpherson

Martina Macpherson

Network for Sustainable Financial Markets

Andrea Gasperini

affiliation not provided to SSRN

Matteo Bosco

affiliation not provided to SSRN

Date Written: February 15, 2021

Abstract

Artificial Intelligence (AI) and FinTech-powered ESG screening and analysis solutions have become “strategic enablers” that can address some of the inherent ESG information biases and potentially even ESG rating divergences arising from corporate self-reporting, and annualised, backward looking reporting of information.

However, ESG data and methodology divergence remains a key challenge for the investment community. Information biases are often linked to the pluralism of reporting frameworks, corporate self-disclosure issues and a lack of timely reporting cycles and updates.

“Alternative data” gathering using machine learning and NLP technology is key to retrieve ESG information for “black-box” companies in real time, and can provide a meaningful approach for ESG complexity management. In this paper, we are discussing the implications of regulatory and industry expectations around ESG data and frameworks management, and AI-backed solutions to better manage and align ESG information sources, e.g. for issuer and controversies screening.

Keywords: ESG, UN SDG, Fintech, Artificial Intelligence, Blockchain, XBRL, Tagging, Sentiment Analysis

JEL Classification: F, G

Suggested Citation

Macpherson, Martina and Gasperini, Andrea and Bosco, Matteo, Artificial Intelligence and FinTech Technologies for ESG Data and Analysis (February 15, 2021). Available at SSRN: https://ssrn.com/abstract=3790774 or http://dx.doi.org/10.2139/ssrn.3790774

Martina Macpherson (Contact Author)

Network for Sustainable Financial Markets ( email )

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HOME PAGE: http://www.nsfmnextgen.org

Andrea Gasperini

affiliation not provided to SSRN

Matteo Bosco

affiliation not provided to SSRN

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