Do I need to turn on Bluetooth on my mobile device to set up the printer?

Yes, if setting up the printer with a mobile device, you should turn on both Bluetooth and location services. This helps the software find your network and printer during setup. The manual notes that your location is not being determined and no location information is sent to HP as part of the setup process. (Page 3)