The distribution of a time series should have a kurtosis value near 3.0, ensuring no fat tails will distort stationarity.

The distribution of a time series should have a skewness value near 0, so that its mean will fall in the center of the distribution.

When the autocovariance function is asymmetric with respect to lag, h, forward looking stationarity can be achieved.