When trying to understand why something happened, a common tool is the Five Whys. It's very simple - ask why something happened, and then keep on asking why, until you get the root reason.
Concept Maps are a great tool for conducting the Five Whys analysis, and takes it to a new level.
Fundamentally, problem solving is about asking questions, which leads us to greater understanding.