I think aikidoka is a specific term implying that aikido is
one's profession, or career...i.e. you get paid to do it.
Although I try to practice as if aikido is my profession,
I have to do something else to pay the bills so this term
does not apply to me.
has a good discussion about the term aikidoka and its use.