If I recall, it's because someone was talking about "firing their drummer". Of course, they meant in the context of being part of a band, but my little comedy brain hiccupped and said "ahh, a personal drummer, that'd be cool", and started making up things a personal drummer would do.

-- Randal L. Schwartz, Perl hacker