Breaking moreover into more and over helps you remember what it means: more information over what has already been said. When you hear someone use moreover that tips you off that whatever follows is going to relate to what came before. You can think of moreover as a formal way of saying besides. You may be sick of your brother always getting out of doing the chores, and, moreover, the guy has a really bad attitude about taking on responsibility.