Comment by woopsn

There is another goal in addition to minimizing the number/complexity of axioms. Some "axioms" like induction actually introduce an infinite family of assumptions, a so-called schema. So in addition to working backwards from our (incomplete) knowledge, we find certain axioms let us make arguments that are obviously valid but would be formally very tedious without them.