You think you have an answer, but other people discover evidence that contradicts your theory.

Every continuous improvement project should start with data collection. Unfortunately, when that data is collected with a notion of how the results should look, not surprisingly, the results often come out as they are expected to. It is easy to introduce bias into a data collection effort, if you are not careful.