银行小微企业电商信贷风险防控体系构建与应用分析
Risk Prevention and Control System Construction and Application Analysis for Bank E-Commerce Credit to Small and Micro Enterprises
摘要: 电商信贷由于交易虚拟化以及数据碎片化,呈现出独特的风险特征,传统财务审核模式难以有效应对这种情况。银行需要构建全流程防控体系,包括贷前进行多维交叉验证、贷中开展实时行为监测、贷后实施分级协同处置,通过大数据整合、智能算法建模以及实时监测技术来实现精准风控。实践显示体系运行显著提升虚假交易识别能力,把风险暴露窗口压缩到了小时级,平台协同处置改善了资产回收效率。
Abstract: E-commerce credit exhibits unique risk characteristics due to transaction virtualization and data fragmentation, which traditional financial audit models struggle to address effectively. Banks need to construct a full-process prevention and control system, including multi-dimensional cross-verification before lending, real-time behavioral monitoring during lending, and tiered collaborative disposal after lending, achieving precise risk control through big data integration, intelligent algorithm modeling, and real-time monitoring technology. Practice shows that system operation significantly enhances the ability to identify fraudulent transactions, compresses the risk exposure window to the hour level, and platform collaborative disposal improves asset recovery efficiency.
参考文献
|
[1]
|
Lv, J. (2025) Effectiveness Evaluation of Big Data Risk Control Models in Consumer Credit: A Comparative Study of Default Prediction Based on XGBoost Algorithm. Journal of Innovation and Development, 12, 101-108. [Google Scholar] [CrossRef]
|
|
[2]
|
Cao, Y., Weng, Y., Li, M. and Yang, X.C. (2024) The Application of Big Data and AI in Risk Control Models: Safeguarding User Security. International Journal of Frontiers in Engineering Technology, 6, 154-164. [Google Scholar] [CrossRef]
|
|
[3]
|
孔玫. 大数据分析对电商信贷决策的影响[J]. 现代商业, 2025(22): 143-146.
|
|
[4]
|
迟考勋, 王森强, 王建平. 第三方数据赋能小微信贷模式: 类型识别与要素体系构建[J]. 财会月刊, 2025, 46(22): 124-129.
|
|
[5]
|
张姗姗. 跨境电商发展对零售企业绿色技术创新的影响机制研究[J]. 商业经济研究, 2025(14): 147-150.
|
|
[6]
|
推动金融支持提振和扩大消费做好航运企业金融服务和提高海运、水运信贷供给[J]. 交通企业管理, 2025, 40(4): 72.
|
|
[7]
|
王昊. 电商平台供应链金融运作模式及风险防控对策[J]. 中国商论, 2023(3): 49-51.
|
|
[8]
|
李旭艳. 大数据驱动下企业金融投资风险控制策略与模式创新研究[J]. 中国经贸导刊, 2025(22): 13-15.
|
|
[9]
|
杨柳青. 基于大数据的商业银行智能风控体系探索[J]. 财讯, 2025(21): 115-117.
|
|
[10]
|
Pu, X., Jiang, R., Song, Z., Liang, Z. and Yang, L. (2024) A Medical Big Data Access Control Model Based on Smart Contracts and Risk in the Blockchain Environment. Frontiers in Public Health, 12, Article 1358184. [Google Scholar] [CrossRef] [PubMed]
|