The impact of corporate governance on default risk: BERTopic literature review

Federico Colantoni
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引用次数: 0

Abstract

This study utilizes the BERTopic methodology, a topic modelling tool that facilitates a meticulous exploration of existing literature, to comprehensively review the interplay between corporate governance and default risk. Through analysis of diverse empirical studies, it delves into understanding how corporate governance practices influence default probability. The study underscores the importance of effective governance mechanisms — board attributes, ownership structures, executive compensation, shareholder rights, and disclosure practices — in molding default probabilities. It also highlights the role of external governance mechanisms and regulatory frameworks in managing default risk. Notably, this research advocates for further investigation into emerging governance models and their integration with modern machine-learning techniques to amplify their impact.
公司治理对违约风险的影响:BERTopic文献综述
本研究采用BERTopic方法,这是一种主题建模工具,有助于对现有文献进行细致的探索,以全面审查公司治理与违约风险之间的相互作用。通过对不同实证研究的分析,深入了解公司治理实践如何影响违约概率。该研究强调了有效的治理机制——董事会属性、所有权结构、高管薪酬、股东权利和披露实践——在塑造违约概率方面的重要性。它还强调了外部治理机制和监管框架在管理违约风险方面的作用。值得注意的是,本研究提倡进一步研究新兴的治理模型,并将其与现代机器学习技术相结合,以扩大其影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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