Managers should rarely take an important analysis at face value. They should almost always dig into the data and develop a deeper understanding of the hidden insights that lie within. Sometimes there are real gems awaiting discovery. Other times the data contain some truly snarky beasts, and failing to spot them soon enough presages real danger.