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本文详细分析了在现代信用风险管理中不同方法对数据质量的要求,并在此基础上提出采用数据挖掘方法改进数据质量、提高计算精度的建议,供我国金融机构信用风险管理之借鉴. 相似文献
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数据挖掘在信用风险管理中的应用 总被引:3,自引:0,他引:3
本文详细分析了在现代信用风险管理中不同方法对数据质量的要求,并在此基础上提出采用数据挖掘方法改进数据质量、提高计算精度的建议,供我国金融机构信用风险管理之借鉴。 相似文献
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基于数据挖掘的银行客户管理信息系统就是银行利用数据挖掘技术,通过有效充分的数据挖掘,将银行客户资料作不同角度的分析,从中对客户进行定位分类,明确客户的消费倾向与消费模式,预测客户的风险性,从而实现与银行信用风险度量系统的结合。 相似文献
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本文基于近几年农户对小额信贷需求的增加与经济下行带来的放贷压力增大的矛盾日益突出,农村金融风险监管成为农村金融工作重心的现状,以四川荣县信用联社为研究对象,通过层次分析法构建农户小额信贷信用风险评估体系,利用模糊综合评价法对信用风险进行量化评估,得到信用风险综合评价结果,进而为完善农户小额信贷风险管理提供有效资料. 相似文献
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庞阳 《广西质量监督导报》2008,(4):47-48
CreditRisk 模型是由CSFP(Credit Suisse Financial Products)1997年推出的信用风险评价模型。CreditRisk 模型的最大优点是相对于其他模型,需输入的数据少,可以较为容易地计算单笔不良资产的边际风险贡献,因而可以更加直接地识别高风险资产,有助于资产池的优化以及风险管理。 相似文献
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信用风险近年来越来越受到国人的关注。随着中国经济的发展和产业不断升级,经济个体的金融联系越来越密切且复杂,而信用风险也成为主要的金融风险之一。为了管理信用风险,国外经济发达国家或地区的著名金融机构纷纷开发自己的信用风险内部模型。例如Credit Metrics、KMV、Credit Rish+、Credit Porfolio View。违约回收率对于计算信用风险是非常重要的。文章基于广东地区某商业银行抵押贷款处置资料对我国违约回收率数据进行考察,以揭示我国信用风险状况。 相似文献
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Agriculture has critical impacts and dependencies on natural capital, and agricultural lenders are therefore exposed to natural capital credit risk through their loans to farmers. Currently, however, lenders lack any detailed guidance for assessing natural capital credit risk in agriculture and are challenged by the fact that the relevant material risks vary considerably by agricultural sector and geography. This paper develops a natural capital credit risk assessment framework based on a bottom‐up review of the material risks associated with natural capital impacts and dependencies for Australian beef production. It demonstrates that implementing natural capital credit risk assessment is feasible in agricultural lending, using a combination of quantitative and qualitative inputs. Implementation challenges include the complexity and interconnectedness of natural capital processes, data availability and cost, spatial data analytical capacity, and the need for transformational change, both within lending organisations and across the banking sector. 相似文献
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《Socio》2021
Credit risk is one of the main risks faced by a bank to provide financial products and services to clients. To evaluate the financial performance of clients, several scoring methodologies have been proposed, which are based mostly on quantitative indicators. This paper highlights the relevance of both quantitative and qualitative features of applicants and proposes a new methodology based on mixed data clustering techniques. Indeed, cluster analysis may prove particularly useful in the estimation of credit risk. Traditionally, clustering concentrates only on quantitative or qualitative data at a time; however, since credit applicants are characterized by mixed personal features, a cluster analysis specific for mixed data can lead to discover particularly informative patterns, estimating the risk associated with credit granting. 相似文献
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Does a commercial debtor's economic, environmental and social performance in terms of sustainability affect its credit risk rating? Does adding criteria aimed at assessing a lender's environmental, social or sustainability practices provide added value to traditional financial rating criteria? Many analyses have reported that a correlation exists between companies' environmental and their financial performance. We checked out the assertion that it ‘pays to be sustainable’ by analyzing the role that criteria pertaining to sustainability and environmental orientation play in the commercial credit risk management process. Our results show that sustainability criteria can be used to predict the financial performance of a debtor and improve the predictive validity of the credit rating process. We conclude that the sustainability a firm demonstrates influences its creditworthiness as part of its financial performance. Copyright © 2008 John Wiley & Sons, Ltd and ERP Environment. 相似文献
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信用缺失是民营企业融资的直接障碍,应通过完善私有产权的法律保护、依法规范政府行为、培育信用中介机构、加强信用文化建设等措施,构建有利于民营企业树立信誉的外部环境。 相似文献
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文章基于效用函数理论和Logit模型,结合影响通道内各种运输方式选择的影响因素分析,以及各种运输方式的特性,认为通道内影响货运分担率预测的特型变量选取了安全性、快速性、用户成本、方便性、准时性以及货物价值6个特型变量,并分析了各个特性变量的的取值标定方法。 相似文献
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Olaf Weber Marcus Fenchel Roland W. Scholz 《Business Strategy and the Environment》2008,17(3):149-159
About 15 years ago, banks started to integrate environmental risks into their credit risk management procedures. In this article, a survey of the European banking sector focusing on the analysis of the integration of environmental risks into all phases of the credit risk management, rating, costing, pricing, monitoring and work‐out, is presented. The integration of environmental risks into the whole credit risk management process is important because only then is an adequate risk management guaranteed. The results show that banks integrate environmental risks especially into the rating phase, but not in all phases of the credit management process, though this is recommendable because these risks influence all phases of the credit management process. Furthermore, significant differences in integrating environmental risks between banks that are signatories of the UNEP statement by banks on the environment and sustainable development and banks that had not signed this agreement so far could be found. Copyright © 2006 John Wiley & Sons, Ltd and ERP Environment. 相似文献
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Yiannos A. Pierides 《Journal of Economic Dynamics and Control》1997,21(10):1579-1611
This paper considers the pricing of derivatives that protect holders of corporate bonds from a reduction in their value because of a deterioration in their credit quality. These derivatives are structured as either puts on the bond price or calls on the bond spread (above the risk free rate) in the context of models developed by Merton (1974) and Black and Cox (1976). The pricing properties of these options are derived using both analytical and numerical methods. 相似文献
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本文运用信用监测模型对我国上市公司的信用风险进行度量,并将度量结果与Z值模型的度量结果进行比较,以检验信用监测模型度量我国上市公司信用风险的有效性。 相似文献
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金融信用失灵,必然会导致全社会经济秩序的混乱,因此,防范金融信用缺失就显得尤其重要。文中分析了金融信用缺失的表现、原因,最后给出了防范金融信用缺失切实可行的建议。当然,良好社会风尚需要全民良好信用的构建。 相似文献