You can even analyse the skewness and kurtosis with the time period PnL by getting third and 4th times of $Y_t$ respectively. Presumably you are going to conclude that for two series with identical expectation and variance, you might prefer the one particular with favourable skew or reduce kurtosis, but possibly not depending on the self esteem of