See self-employment tax for a good example. Yes, it really is just the other 7% of the FICA (payroll) tax that an employer would normally pay, but I've seen people get thrown for a loop when another 7% of their 1099 or self-employment income gets taken away than they were "expecting" because it gets hidden from normal W-2 employees.