What's the risk that requires a password change?
It's the WiFi password, not the admin password. In isolation that's a useless piece of data because the hacker won't know where you live. You'd have to stand in a lot of gardens or break into a lot of houses before being able to actually use the stolen password and even then it would only work if the router is set to allow all connections.