Credit Risk Rating System of Small Enterprises Based on the Index Importance

Chi Guo-tai, Zhao Zhichong, Mohammad Zoynul Abedin
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引用次数: 5

Abstract

The main criteria to establish the credit risk evaluation index system is the indicators default identification ability. There is mutual influence between indices, a single index which has the default identification ability, but if put this indicator into the index system, and it will no longer have the default identification ability because of the impact of other indicators. This study therefore deletes the indicators of repeated information using colinearity diagnostics, and determines the order of indicators into the index evaluation system by calculating the score statistic of every indicator. We established credit risk evaluation index system of small businesses, including 14 indicators, such as cash ratio, the corporate credit situation nearly 3 years, by extracting the related data of 28 regional commercial bank branches of China, and the judgment accuracy of default and non default samples is 99.0%.
基于指标重要性的小企业信用风险评级体系
建立信用风险评价指标体系的主要依据是指标的违约识别能力。指标之间存在着相互影响,单个指标具有默认识别能力,但如果将该指标纳入指标体系,就会因为其他指标的影响而不再具有默认识别能力。因此,本研究采用共线性诊断剔除重复信息的指标,并通过计算各指标的得分统计量来确定指标进入指标评价体系的顺序。我们通过提取中国28家区域性商业银行分行的相关数据,建立了小企业信用风险评价指标体系,包括现金比率、近3年企业信用状况等14个指标,违约和非违约样本的判断准确率为99.0%。
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来源期刊
International Journal of Security and Its Applications
International Journal of Security and Its Applications COMPUTER SCIENCE, INFORMATION SYSTEMS-
自引率
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期刊介绍: IJSIA aims to facilitate and support research related to security technology and its applications. Our Journal provides a chance for academic and industry professionals to discuss recent progress in the area of security technology and its applications. Journal Topics: -Access Control -Ad Hoc & Sensor Network Security -Applied Cryptography -Authentication and Non-repudiation -Cryptographic Protocols -Denial of Service -E-Commerce Security -Identity and Trust Management -Information Hiding -Insider Threats and Countermeasures -Intrusion Detection & Prevention -Network & Wireless Security -Peer-to-Peer Security -Privacy and Anonymity -Secure installation, generation and operation -Security Analysis Methodologies -Security assurance -Security in Software Outsourcing -Security products or systems -Security technology -Systems and Data Security
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