In my experience the answer is yes. When I was working at a video arcade we used to get frequent visits/calls from the local law enforcement asking if we had seen so-and-so kid who had run away.

It probably will vary depending on where you live. In a real city I imagine they have other priorities but where I was living only had about 40,000 people.