By far the biggest surprise that small business owners and entrepreneurs run into when they first make money is Self-Employment Tax. While most people understand they must pay Federal and State taxes on their self/employed income few realize, until it happens to them the first time, that self-employment tax will cost them approximately 14% of their earnings.