Decision Tree Learning - What can you learn from a decision tree?

When doing decision analysis, a decision tree is a useful tool for showing the reasoning behind decisions and how they were arrived at. A decision tree is a data representation in data mining, but the classification tree that comes out of it may be used for decision making as well.