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State the original linear setup
Starting value is 1,000,000 currency units, with no intervening cash flows. Same-horizon simple return is assumed normal with mean 0.01 and standard deviation 0.02. Define loss as L=−Vr.
Transform the mean and dispersion
Mean loss is −1,000,000×0.01=−10,000. Loss dispersion is 1,000,000×0.02=20,000. The negative sign belongs to the mean transformation; a standard deviation is nonnegative.
Apply the two 95% multipliers
| Measure | Calculation | Currency loss units |
|---|---|---|
| VaR | −10,000 + 20,000×1.644854... | 22,897.072539 |
| ES | −10,000 + 20,000×2.062713... | 31,254.256150 |
Retain the model assumptions
These are tail summaries of the assumed linear normal return law. They are not realised losses or guaranteed future bounds. A normal simple-return law has unbounded support and may be inappropriate where economic constraints or nonlinear pricing matter.