In a recent interview, Jake Owen he said he's been seeing a woman named Erica.  He didn't go into detail, but he did say she's in "home furnishings" and that she likes him for who he is, not what he does.

The website looked into it, and they're saying her full name is Erica Hartlein, and she works for Restoration Hardware. 

Jake recently remodeled his home and there's a chance they met during the interior-decorating phase.