Sustainable artificial intelligence in finance: impact of ESG factors

There is a growing concern about the sustainability of artificial intelligence, in terms of Environmental, Social and Governance (ESG) factors. We contribute to the debate measuring the impact of ESG factors on one of the most relevant applications of AI in finance: credit rating. There is not yet conclusive evidence on whether EGS factors impact on credit rating. In this paper, we propose several machine learning models to measure such impact, and a set of metrics that can improve their ability to do so. In this way, machine learning models and, more generally, decisions based on artificial intelligence, can become more sustainable.

Authors

Institutions

Publication Details

Journal
Frontiers in Artificial Intelligence
Published
2025-03-06
DOI
https://doi.org/10.3389/frai.2025.1566197
Citations
23
Primary Topic
Sustainable Finance and Green Bonds
Type
article
Field-Weighted Citation Impact
50.78
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Sustainable artificial intelligence in finance: impact of ESG factors

Paolo Giudici, Lunshuai Wu
23 citations
Frontiers in Artificial Intelligence
Sustainable Finance and Green Bonds
50.78
article

Sustainable artificial intelligence in finance: impact of ESG factors

Paolo Giudici, Lunshuai Wu
article en
23 citations

Abstract

There is a growing concern about the sustainability of artificial intelligence, in terms of Environmental, Social and Governance (ESG) factors. We contribute to the debate measuring the impact of ESG factors on one of the most relevant applications of AI in finance: credit rating. There is not yet conclusive evidence on whether EGS factors impact on credit rating. In this paper, we propose several machine learning models to measure such impact, and a set of metrics that can improve their ability to do so. In this way, machine learning models and, more generally, decisions based on artificial intelligence, can become more sustainable.

Frontiers in Artificial IntelligenceVol. 8
Ningbo University (CN), University of Pavia (IT)
Responsible consumption and production, Life in Land
Openalex Percentile: Top 0%
Sustainable Finance and Green Bonds
50.78
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.