But no, the author knew Jim, if he had dialed that number and did a bit of small talk he would've known that's not Jim on the phone (unless the fake Jim is quick on his feet about pretending to be someone else).

The catfisher is stupid, he should've looked through the author's LinkedIn profile and saw that the author is connected with Jim, he would have not used Jim as a reference if he had done that.