We do know it, the extension is open-source [1].
The addon does nothing unless enabled via about:config and even then, it does not spy on you.
I believe it did technically run enough code to decide whether or not it was enabled, and I'm not sure whether or not its installation was avoidable (I believe enabling SHIELD studies is opt-in [perhaps part of opting in to analytics?]).