The normal distribution has a familiar shape of a perfect bell curve when graphed. Since arithmetic means are calculated using sum totals, it also follows that average outcomes will also often follow a normal distribution. If you analyze the totals of a series of similar random events (for example, how many heads out of many flips from the same coin), that total will at least approximately follow a normal distribution. One of the most frequently arising probability distributions is a normal distribution.