FRM Part II · FRM Exam Part II · Non-parametric Approaches
A portfolio manager notes that volatility was very high in the oldest part of a 4-year historical window but is low now. Compared with the current risk, basic historical simulation VaR will most likely be:
VaR will likely be overstated. Basic historical simulation gives equal weight to every observation in the window, so old high-volatility days keep influencing the tail quantile even though current volatility is low. Age-weighting or volatility-weighting corrects this.
- AUnderstated, because older observations are ignored
- BAccurate, because all observations carry equal weight
- COverstated, because old high-volatility observations still carry the same weight as recent onesCorrect
- DZero, because low volatility removes tail observations
Explanation
Basic historical simulation weights all observations equally, so stale high-volatility days remain in the tail and inflate VaR relative to current conditions. Age-weighted or volatility-weighted variants address this.
Did you get it right without looking?
One question tells you little. A timed set on Non-parametric Approaches shows your real accuracy, how long you take and where you lose marks.
More Non-parametric Approaches questions
- A risk analyst estimates the density of daily portfolio returns from 500 historical observations. She replaces the usual histogram with a ke…
- A risk manager notes that during a prolonged calm period, basic historical simulation VaR based on a 500-day window stays low even as market…
- A risk analyst has 500 daily P&L observations and wants a confidence interval around the 95% historical simulation VaR. She resamples the 50…
- An analyst compares a rectangular (uniform) kernel with a Gaussian kernel, each with the same bandwidth parameter, for estimating a density …
- A risk manager is choosing between a 250-day and a 1,000-day window for basic historical simulation VaR on an equity portfolio. Which statem…
- An analyst bootstraps a 95% VaR for a portfolio and finds that the standard error of the bootstrapped VaR is large relative to the VaR itsel…