Illustration of the 'Professional Trader’s Paradox'

In this note I illustrate the argument of Reference relating non-ergodicity to an under-estimation of risks. Using a simple toy-model, I quantify how neglecting correlations between successive random events can lead to a false sense of confidence about the scarcity of extreme scenarios.