It's also possible to analyse the skewness and kurtosis with the interval PnL by using 3rd and 4th times of $Y_t$ respectively. Presumably you are going to conclude that for 2 series with equivalent expectation and variance, you may prefer the just one with good skew or decrease kurtosis, but it's possible not based on the self esteem of the market