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Answer: 19
The risk manager is conducting a backtest on a 1-day 99.5% Value-at-Risk (VaR) model over a 10-year period at a 95% confidence level. The VaR model estimates the maximum potential loss over a given time period with a certain level of confidence. In this case, the 1-day 99.5% VaR means that there is a 0.5% chance (or 1 in 200) that the actual loss will exceed the VaR estimate on any given day. To determine if the model is calibrated correctly, the risk manager uses a statistical test that compares the observed number of losses exceeding the VaR to the expected number based on the model's confidence level. The formula used is: \[ x - \frac{pT}{1 - p} > z \] Where: - \( x \) is the observed number of losses exceeding the VaR. - \( p \) is the left tail level, which is \( 1 - 0.995 = 0.005 \) or 0.5%. - \( T \) is the total number of observations, calculated as \( 250 \) trading days/year \( \times 10 \) years = \( 2500 \). - \( z \) is the two-tail confidence level quantile, which is \( 1.96 \) for a 95% confidence level. Solving for \( x \) gives: \[ x > \frac{0.005 \times 2500 + 1.96^2}{0.005 \times (1 - 0.005) \times 2500} \] \[ x > 19.4 \] Since \( x \) must be a whole number, the maximum acceptable number of exceedances is \( 19 \). This means that if there are 19 or fewer days in 10 years where the loss exceeds the 1-day 99.5% VaR, the model can be considered calibrated correctly. The correct answer is A. 19.
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A risk manager is performing a backtest on a company's 1-day 99.5% Value at Risk (VaR) model over a 10-year period, utilizing a 95% confidence level. The firm operates on 250 trading days each year, and the daily returns are assumed to follow an independent and identical distribution. Considering these parameters, what is the closest maximum number of daily losses that exceed the 1-day 99.5% VaR within a 10-year span, which would suggest that the model is accurately calibrated?
A
19
B
25
C
35
D
39