Concisely: no, it's not arbitary. If you approach ethics scientifically as the question of finding the smallest set of axioms that best explains our moral sentiments (with the tradeoff between simplicity and accuracy being handled in the usual Kolmogorov sense) then you should conclude that rule consequentialism (and, particularly, maximizing the happiness of a certain group of people) thoroughly explains almost all of our sentiments.