ESG Risk Management, Sustainability-Oriented Firms and Financial Distress in the Financial Industry: an AI-aided approach

This study aims to explore the association between the level of ESG risk management in the financial industry and the odds of financial distress. We use a sample of 6160 firm-year observations from 2010-2019 of companies in the financial industry (including Banks, Insurance companies, diversified financials and other financial institutions) from 21 countries. An AI was utilized to generate the financial failure scores. A panel regression with random effects was utilized. A negative association between the level of risk management and the odds of bankruptcy. We observe a positive association between the sustainability strategy scores and the z-values, indicating lower odds of bankruptcy. This study contributes by bringing international evidence of the risk management-financial distress influx. It practically implies that management financial of companies can mitigate their financial instabilities through higher ESG risk management, including green loans, sustainability-linked loans and other climate financing; thereby safeguarding against any potential international fluctuations in global markets.

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Publication Details

Published
2024-12-10
DOI
https://doi.org/10.1109/acit62805.2024.10876999
Primary Topic
Insurance and Financial Risk Management
Type
article
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article

ESG Risk Management, Sustainability-Oriented Firms and Financial Distress in the Financial Industry: an AI-aided approach

Mohamed Elmaghrabi
Insurance and Financial Risk Management
article

ESG Risk Management, Sustainability-Oriented Firms and Financial Distress in the Financial Industry: an AI-aided approach

Mohamed Elmaghrabi
article en

Abstract

This study aims to explore the association between the level of ESG risk management in the financial industry and the odds of financial distress. We use a sample of 6160 firm-year observations from 2010-2019 of companies in the financial industry (including Banks, Insurance companies, diversified financials and other financial institutions) from 21 countries. An AI was utilized to generate the financial failure scores. A panel regression with random effects was utilized. A negative association between the level of risk management and the odds of bankruptcy. We observe a positive association between the sustainability strategy scores and the z-values, indicating lower odds of bankruptcy. This study contributes by bringing international evidence of the risk management-financial distress influx. It practically implies that management financial of companies can mitigate their financial instabilities through higher ESG risk management, including green loans, sustainability-linked loans and other climate financing; thereby safeguarding against any potential international fluctuations in global markets.

Al Ain University (AE)
Industry, innovation and infrastructure
Openalex Percentile: Top 68%
Insurance and Financial Risk Management
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