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梦梦 · 2024年07月30日

关于信用损失的方差

NO.PZ2023090401000003

问题如下:

Question A risk manager at a bank is speaking to a group of analysts about estimating credit losses in loan portfolios. The manager presents a scenario with a portfolio consisting of two loans and provides information about the loans as given below:


Assuming portfolio losses are binomially distributed, what is the estimate of the standard deviation of losses on the portfolio?

选项:

A.

CNY 1.38 million

B.

CNY 1.59 million

C.

CNY 3.03 million

D.

CNY 3.36 million

解释:

C is correct. The standard deviation of losses (si) for each individual loan is:


where, pi represents probability of default (p1 = 2%, p2 = 2%), Li represents exposure at default (amount borrowed) (L1 = CNY 15 million, L2 = CNY 20 million), and Ri represents recovery rate (R1 = 40%, R2 = 25%)).

Therefore, the standard deviations for loan 1 and loan 2 are:


The variance of losses on the portfolio can then be calculated as:


The standard deviation is therefore √9.1728 = 3.0287.

A is incorrect. This uses the incorrect formula for standard deviation of losses of the individual loans

B is incorrect. This incorrectly assumes portfolio standard deviation of losses to be ρ1,2σ1σ2

D is incorrect. This incorrectly assumes portfolio standard deviation of losses to be the sum of the individual loans’ standard deviations of losses.

Section: Valuation and Risk Models

Learning Objective:

Estimate the mean and standard deviation of credit losses assuming a binomial distribution.

Reference: Global Association of Risk Professionals. Valuation and Risk Models. New York, NY: Pearson, 2022. Chapter 6. Measuring Credit Risk

1、老师好,这么解答哪里不对呢?

2、答案解析给的公式不明白原理

是红色圈1推的?具体咋推导的啊?能给个过程吗?

2 个答案
已采纳答案

pzqa27 · 2024年08月01日

嗨,从没放弃的小努力你好:


UL是WCL-EL,如果是算组合的UL,那么则可以用那个类似组合标准差的公式。可问题你这个算的也不是UL,你算的PD*LGD*EAD,这个是EL的公式,所以你的算法是不对的,请严格按照何老师的讲解进行计算。

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梦梦 · 2024年08月01日

好的,谢谢

pzqa27 · 2024年07月31日

嗨,从没放弃的小努力你好:


1、老师好,这么解答哪里不对呢?

题目要算的是组合的波动率,不是unexpected loss。所以不能这么算。


2、答案解析给的公式不明白原理是红色圈1推的?具体咋推导的啊?能给个过程吗?

这个题是个比较经典的题目,很多地方都讲过这个题,比如经典题的这个视频的这个位置,有何老师详细的讲解,其中包括了公式的推导,同学可以参考下这个视频的这个位置。如果对过程仍有疑问,我们可以进一步讨论。


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加油吧,让我们一起遇见更好的自己!

梦梦 · 2024年07月31日

老师好,看了一遍经典题,解题过程是明白了,但是,我在NO.PZ2020011303000127的题目下问了一个问题即“关于EL和UL的概念”,只要题目问到'“standard deviation of theportfolio credit loss"究竟是不是等于资产组合的“UL”?老师在下面的回答是“是的,UL 可以理解为 loss 的标准差,UL =根号下Var (loss)”。那么这道题问的是“standard deviation of losses on the portfolio?”这种只问losses的方式就不是UL,而是资产组合损失的标准差?就看有没有credit?

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