What can a distribution of trade returns reveal that an average cannot?

Two strategies can have the same average return but produce very different patterns of wins and losses. One may rely on frequent small gains with occasional large losses, while another produces a more balanced distribution. Do you examine the distribution of your results, or do you mainly rely on average performance?