Should It Be Teenage or Teenaged?

I was reading a magazine article and the sentence was:

The teenage stockboy was staring at her.

Is that correct? Or should it be teenaged stockboy?

Or is it just a matter of style and/or usage?

Duplicate reported

Closed duplicate.