The ASTRO website is not a reasonable representation of the available jobs. Graduated recently, had numerous job offers, and was lucky to get a very good job in a desirable location (albeit a 'middle state'). Have many friends who graduated at the same time and don't know one who took a job posted on ASTRO website. There's a reason why they're having to advertise...
That said, get off the high horse. While I'm no desert fan, including Scottsdale AZ as a 'remote location' just screams of ignorance. A quick glance at wikipedia shows "the NYT described downtown Scottsdale as "a desert version of Miami's
South Beach" and as having "plenty of late night partying and a buzzing hotel scene"...it's an urban area of >4 million people. It's very myopic to label anywhere that isn't CA or on the eastern seaboard as not worth your while.
Reminds me of the guy I met at a residency interview in Chicago from NYC who was excited to tell us it was his first time west of the Mississippi River...