I'm pretty sure you don't need to incorporate to take deductions on self-employment expenses. Self-employed income isn't just a free ride to a kick in the balls - if you're paying that extra 15%, you get to take expenses as deductions. If it's low-level income that is just covering expenses, you're not going to owe the IRS a dime.