信用风险
杠杆(统计)
信用记录
资信证明
业务
信用增级
信贷紧缩
信用卡利息
财务
金融体系
计算机科学
机器学习
作者
Tao Feng,Jun Xu,Zhifeng Zhou,Yixian Luo
出处
期刊:Journal of Cases on Information Technology
[IGI Global]
日期:2023-11-17
卷期号:26 (1): 1-21
摘要
The green credit policy has significantly influenced the growth of green industries in China. This study evaluates its impact on reducing bank credit risk using data from 26 Chinese banks from 2015 to 2021. The authors discovered that the policy's primary effect is linked to banks' financial leverage. Notably, green credit's influence on insolvency risk is most evident in leverage risk. However, despite governmental support for green credit collaboration, prevalent information gaps between banks and green enterprises lead to misjudgments and subsequent credit losses. To address the balance between credit risk mitigation and privacy, the authors investigated vertical joint learning for a precise risk control model grounded in commercial banks' practices. Experiments revealed that this joint model outperforms the sole “bank internal model” in presenting green credit data, underscoring the potential of machine learning to refine green credit systems and bolster banks' credit risk management.
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