I'm not an accountant, and I don't play one on tv. The IRS says that you have to pay Self Employment Tax if you earn $400 or more.
http://www.irs.gov/businesses/small/article/0,,id=98846,00.html
That 15.3% is essentially both the employee's portion (7.65%) (which you'd pay anyway if you...