Linear Regression...

Linear regression is a tool I've used countless times, without understanding it as well as I thought I did (a common theme in my life :).  In my own experience, it's more common to see the tool misused – especially, for some reason, in psychology and biology.  Here's a very accessible explanation of it, even if you don't have a Ph.D. in mathematics...