What's that round black thing on top of my camera?

(or Which mode, eh?) It is a regular question that I keep coming across. People buy cameras, and then ask me which mode to shoot on for getting beautiful pictures. Generally you ask this when you buy a shiny new camera, and while playing with it, not...