March 5th, 2002, 9:11 pm
This is basically correct, but I mention a few points.Steps (1) through (4) and (6) require that you have first broken your positions down into sensitivities to market factors. It is the market factors that have a mean and covariance matrix, not necessarily the log returns of your securities. In equities, people sometimes assume that the log return each equity is a market factor. But in other markets, including equity derivatives or equities with important FX exposure, you cannot make the securities and market factors the same thing.For example, if you had a USD corporate bond portfolio, your market factors might be treasury interest rates at various tenors, spreads for various credits and tenors and an idiosyncratic spread for each issuer. You would simulate these, then price each bond based on its yield. If you tried instead to use bond prices directly, you would get an unstable and inaccurate covariance matrix.For (2), the important issue is usually multivariate normality rather than univariate. In other words, you don't care much if individual asset return distributions are skewed or kurtotic (within reason), you care that all the codependance is captured by linear correlation.(9) and (10) assumes a linear exposure to the market factors. If your market factors are your securities, as you seem to assume above, then everything will be linear. But if you hold say, a stock and a put option on the stock, you cannot compute the confidence interval the way you indicate. Instead you have to generate the full distribution of P&L (almost certainly through simulation).(5) is usually not done. Expected P&L should be much less than VaR for the short time periods (1 day, 10 day) and high volatility relative to capital portfolios people analyze with VaR. Since you are using a simplistic model for simulating security returns, you don't really trust the expected profit anyway. However for long time periods or low volatility/high net investment portfolios, you could do (5). Similarly, (11) is usually neglected because you define the portfolio as zero value. In other words, you carry all securities at market, and you're interested in the change from that value.