Apparently the key to a successful poster design (the type of poster that gets plastered all over city noticeboards) is a design that “pops”.
The key, according to this wikihow article, is to use contrasting colours.
They give this star shaped guide to picking two colours that contrast. You pick colours from opposite points. Done.