No, you don't need to know someone in QP but it can help! it depends.
What you have to do is to apply online for a VACANT job, be sure that your skills are matching the job application that you have applied for and if you know someone working in the same department, he could recommand you. You have only to give him the application code (it's a number), it will help.

Good luck