We were able to determine the person AND the time it happened since an IP is only held on for 24 hours before being released. The person ended up being a friend that had connected to the WiFi in the past! (Yes, that friendship is very over.)
It was a real life CSI moment, and yes, criminals are generally oblivious to their phone identifying them! Good thing for my family member!