You can even analyse the skewness and kurtosis from the period of time PnL by having 3rd and 4th moments of $Y_t$ respectively. Presumably you might conclude that for 2 series with similar expectation and variance, you may choose the a single with optimistic skew or decreased kurtosis, but maybe not with regards to the confidence of the market watc