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sailingby · 2020年01月26日

问一道题: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.

答案里“Pr(Z < z) = 99.9%, which gives z = -3.09”,为什么z等于负的3.09?查表的话不是应该是一个正数吗?

1 个答案

orange品职答疑助手 · 2020年02月04日

同学你好,这里解析写得有点不严谨,99.9%对应的分位点是3.09。只是这里根据实际的题目含义,题目是收益率服从这个分布,然后题目这里是问0.1%分位点的情况,所以要对3.09取个反(由对称看左边的分位点)

kkbis · 2020年02月06日

请问是否可以理解为,99.9%得到的分位点是loss的分位点,要求的0.1%是收益的分位点,所以取【负的3.09】?

orange品职答疑助手 · 2020年02月09日

可以这样理解… 原版书这题出的有点绕

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