But shouldn’t I incorporate if I’m going to be in business for myself?

Incorporation is one solution for minimizing taxes, but incorporation also comes with a giant leap in management responsibility.  If you are willing to make that effort, then incorporation (or another similar strategy) may be the best solution.  But it’s important to be sure that you understand all that is involved before taking that step.