(This Has Person X) Written All Over It

What does the idiom “written all over it” mean?

Definition: It is likely that this person did what we are discussing.

Example: I don’t know who’s been stealing people’s food from the office refrigerator, but this has Jake written all over it. He’s a real cheapskate.