If the site is parked, there's nothing you can do beside optimize your keywords. From what I can see, it's already returning exactly what it should be returning -- graduate studies type links.

Honestly, I'm surprised you're getting as many hits as you are for a non- dot com site.

If you have nothing to lose, you could try going more toward Graduation as in gifts for grads, more impulse buying type links.