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Credit risk management in banks: Hard information, soft Information and manipulation

机译:银行信用风险管理:硬信息,软信息和操纵

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摘要

The role of information’s processing in bank intermediation is a crucial input. The bank has access to different types of information in order to manage risk through capital allocation for Value at Risk coverage. Hard information, contained in balance sheet data and produced with credit scoring, is quantitative and verifiable. Soft information, produced within a bank relationship, is qualitative and non verifiable, therefore manipulable, but produces more precise estimation of the debtor’s quality. In this article, we investigate the impact of the information’s type on credit risk management in a principalagent framework with moral hazard with hidden information. The results show that access to soft information allows the banker to decrease the capital allocation for VaR coverage. We also show the existence of an incentive of the credit officer to manipulate the signal based on soft information that he produces. Therefore, we propose to implement an adequate incentive salary package which unables this manipulation. The comparison of the results from the two frameworks (information hard versus combination of hard and soft information) using simulations confirms that soft information gives anadvantage to the banker but requires particular organizational modifications within the bank, as it allows to reduce capital allocation for VaR coverage.
机译:信息处理在银行中介中的作用是至关重要的输入。银行可以访问不同类型的信息,以便通过资本分配来管理风险价值。包含在资产负债表数据中并通过信用评分生成的硬信息是定量且可验证的。在银行关系中产生的软信息是定性的且不可验证的,因此是可操纵的,但是可以对债务人的质量进行更精确的估计。在本文中,我们将研究在带有隐藏信息的道德风险的委托代理框架中,信息类型对信用风险管理的影响。结果表明,对软信息的访问使银行家能够减少VaR覆盖范围的资本分配。我们还显示了信贷员根据其产生的软信息来操纵信号的动机。因此,我们建议实施适当的激励性薪酬方案,以防止这种操纵。使用模拟对两个框架的结果(硬信息和硬信息与软信息的组合)进行比较,确认软信息有利于银行家,但需要在银行内部进行特定的组织修改,因为这样可以减少对VaR覆盖范围的资本分配。

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