The probability that the loss from a portfolio will be greater than $10 million in one month is estimated to be 1%.
a) What is the loss that has a 0.1% chance of being exceeded, assuming the change in value of the portfolio is normally distributed with zero mean?
b) What is the loss that has a 0.1% chance of being exceeded, assuming the power law applies with α = 3?
For this question, we need to use the critical value of z to calculate the loss values.
The 1% tail of the distribution starts 2.33 standard deviations from the mean. The standard deviation is therefore $10/2.33= $4.292 million.
a) The one-month loss (i.e. value at risk) with 0.1% chance of exceeding will use the z-value for 0.1%, which is 3.29.
Therefore, loss value = $4.292 × 3.29 = $14.120 million
b) We know that Probability of loss exceeding X = K * ?^ (−?), where K is a constant
In this case, equation becomes: 0.01 =K×10^-3.
So, K = 10.
To find the 99.9% VaR, we use the above formula: 10*?^(−3) =0.001
=> x^ (-3) = 0.001/10 = 0.0001
=> x^3 = 1/0.0001 = 10000
x= (10000)^(1/3) = $21.54million
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