What do you called a high school graduate?

When you go up to university to study you become an "Undergraduate"

When you have passed your final exams but not yet received you degree certificate, you are a "Graduand"

When you get your certificate you are a "Graduate" of the university.

If you stay on and do more study at the university you do so as a "Postgraduate" student.