How do you know a pic is photoshopped?

Being a complete photoshop/photo editing noob, I was wondering how does Reddit seem to be able to call out every picture that is edited. How do you guys do it? I don't mean the ones that are obviously fake, but the ones that are very well done. What do you look for?