Value at Risk 2 Flashcards
Monte Carlo method makes use of random number generator to create vast amount of simulations. But, what is the excel function to generate a random number?
=Rand()
Generates a random number between 0 - 1 used as confidence intervals.
Historical Simulation method uses price history to generate VaR measures. What is the excel function to generate VaR (%)?
=PERCENTILE.EXC(ARRAY, (1-CI))
Generates VaR (%) of given price series at a certain confidence interval
Which VaR measure (HS, MC or VCV) does not assume normality?
Normal distribution of returns
Historical Simulation
Can take into consideration extreme (fat tailed) losses.
Which measure can calculate losses beyond a given confidence interval?
CVaR
Confitional Value at Risk
Why do some practitioners prefer the use of HS?
Historical simulation
They do not make assumptions (non-parametric), therefore they can sometimes capture extreme loss events better.
How can HS better capture recent events?
Time-weighting
The most recent events weight higher than later events.
Which is the most flexible of the VaR methods?
Monte Carlo Simulation
More parameters can be synthesised, different scenarios can be analysed.
Which method could become expensive due to computational power required?
Monte Carlo Simulation
Millions or billions of simulations could be run.
Which VaR method can be calculated by ranking returns?
Highest to lowest
Historical Simulation Method
Confidence intervals correspond to the nth lowest return.
Using excel
How to annualise daily returns and Volatility?
standard dev. = stdev.s(returns)
period returns =product(1+returns)-1
Returns p.a. = (1+avg. daily)^252-1
Vol. p.a = daily vol.*sqrt(252)