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Advanced Proof

Value at Risk (VaR): Analytical Derivation for Log-Normal Returns

Students frequently conflate the normal distribution of log-returns with the distribution of absolute prices. Remember, the price ST S_T is log-normal, meaning it is bounded by zero and right-skewed, whereas the log-returns are symmetric and unbounded.
Institutional Reference: Advanced Stochastic Processes
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