Even in these days of GPS, ELTs and SPOT devices (personal GPS-based ELTs for people) planes still go missing in the US.
A couple of years ago, a L-39 departed Boeing Field en route to Boise, Idaho. It went down just a few miles from a busy motorway (I-90) in the Cascade mountains. They didn’t find it until the spring.