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12345678wdv · 2024年02月06日

第二问中Pr(Z<z) =99.9% ,z 不是等于3.09吗? 为什么是-3.09

NO.PZ2020010303000012

问题如下:

The monthly return on a hedge fund portfolio with USD 1 billion in assets is N(.02, .0003). What is the distribution of the gain in a month?

a. The fund has access to a USD 10 million line of credit that does not count as part of its portfolio. What is the chance that the firm’s loss in a month exceeds this line of credit?

b. What would the line of credit need to be to ensure that the firm’s loss was less than the line of credit in 99.9% of months (or equivalently, larger than the LOC in 0.1% of months)?

选项:

解释:

a. The monthly return is 2%, and the monthly standard deviation is 1.73%. In USD, the monthly change in portfolio value has a mean of 2% * USD 1 billion = USD 20 million and a standard deviation of 1.73% * USD 1 billion = USD 17.3 million. The probability that the portfolio loses more than USD 10 million is than (working in millions)

Pr(V<10)=Pr(V2017.3<102017.3)=Pr(Z<1.73)Pr(V<-10)=Pr(\frac{V-20}{17.3}<\frac{-10-20}{17.3})=Pr(Z<-1.73)

Using the normal table, Pr(Z<-1.73)=4.18%

b. Here we work in the other direction. First, we find the quantile where Pr(Z < z) = 99.9%, which gives z = -3.09. This is then scaled to the distribution of the change in the value of the portfolio by multiply-ing by the standard deviation and adding the mean, 17.3 * -3.09 + 20 = -33.46. The fund would need a line of credit of USD 33.46 million to have a 99.9% change of having a change above this level.

如题

1 个答案

李坏_品职助教 · 2024年02月06日

嗨,努力学习的PZer你好:


第二问的Pr(Z)就相当于置信度(confidence level)。


第二问就是问你,信用额度(line of credit )应该达到多少钱,才能确保公司的损失在99.9%的概率上小于信用额度?其实就是让你找出99.9%对应的极端损失是多少。


首先找出在标准正态分布下,99.9%对应的左尾分布值是Z=-3.09。参考下图:

既然考察的是损失,那就只需要看左尾。红色阴影部分的面积占所有阴影面积的0.1%,而黑色阴影部分的面积是占了99.9%.


左侧的极端损失对应的分位数Z = -3.09。

但这个Z是标准正态分布的Z值,这道题的分布函数是第一小问求出来的均值为20,标准差为17.3的普通正态分布。假设普通正态分布的分位数为Z2,那么根据数据标准化的公式,-3.09 = (Z2-均值)/ 标准差,所以Z2 = -3.09*17.3+20= -33.46

----------------------------------------------
虽然现在很辛苦,但努力过的感觉真的很好,加油!

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