Thanks James.
I did find: /Library/Application Support/Apple Qmaster/
I deleted the folder.
However, before I did that, I tried running Compressor again, and got this message:

I got the same message after deleting that Qmaster folder as well.
Then, I deleted Compressor.app and re-downloaded from the App Store. Same message. Very confused.