A simple but important answer (in my opinion) is to understand the behavior of some random process.

For instance, imagine that you are drawing balls of different colors out of an urn and replacing them according to some rule. What do you expect to happen? If you are not sure how to start on this problem analytically, you can just simulate it a million times and visualize the results.