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商业银行数字化转型与贷款流动性管理质量

罗小利 张凤娜 郭丽红

金融理论与教学2025,Vol.43Issue(5):33-43,11.
金融理论与教学2025,Vol.43Issue(5):33-43,11.

商业银行数字化转型与贷款流动性管理质量

Digital Transformation of Commercial Banks and Quality Management of Loan Liquidity:Research on Overdue Loans Based on Different Types of Guarantees

罗小利 1张凤娜 2郭丽红3

作者信息

  • 1. 哈尔滨金融学院会计学院,黑龙江 哈尔滨 150030
  • 2. 哈尔滨金融学院金融监管与金融风险防范研究中心,黑龙江 哈尔滨 150030||哈尔滨商业大学 金融学院,黑龙江 哈尔滨 150006
  • 3. 哈尔滨金融学院金融监管与金融风险防范研究中心,黑龙江 哈尔滨 150030
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摘要

Abstract

The research uses Python to conduct text mining on the key words of digital transformation in the annual reports of commercial banks.The entropy method is used to synthesize the digital transformation index,and the rationality of the index is tested based on the actual operating conditions of the banks.The research evaluates the loan recovery risk of commercial banks using the proportion of overdue loans from credit loans,guaranteed loans,and collateralized loans,monitors the quality of bank loan liquidity management,and constructs panel data of A-share listed banks from 2014 to 2022 for empirical analysis.The research results indicate that digital transformation has enhanced the early warning capability of commercial banks for credit asset recovery risks,with particularly improved effectiveness in monitoring liquidity quality of guaranteed loans.Further analysis shows that digital transformation has a more significant warning effect on banks with larger scale,faster revenue growth,higher proportion of credit loans,and faster loan growth.The conclusion of this research is beneficial for bank management to objectively evaluate the costs and benefits of innovative technology investment and optimize management decisions.

关键词

银行数字化转型/信贷管理/贷款回收效率

Key words

digital transformation of banks/credit management/loan recovery efficiency

分类

管理科学

引用本文复制引用

罗小利,张凤娜,郭丽红..商业银行数字化转型与贷款流动性管理质量[J].金融理论与教学,2025,43(5):33-43,11.

基金项目

2024年度省属本科高校基本科研业务费项目"数字时代黑龙江省中小商业银行信贷风险治理研究"(2024-KYYWF-E001). (2024-KYYWF-E001)

金融理论与教学

1004-9487

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