HR involvement is unavoidable at big companies; and basics like "years of experience for payband" can cause issues.
They fundamentally do not understand the job, but somehow have to ensure its not a biased hiring process.
So most aim to do as much resume filtering as they can first, then short calls, then background checks.
And the filtering and the call are areas where domain knowledge is relevant.