As a self-employed person with a 1099-MISC, do I pay both 20% federal income tax and also 15.3% self-employment tax? That's effectively 35.3%, seems unreasonably high

As the question states, 35.3% is an extremely high tax rate especially if I only made something like $20k for the year. Is this accurate or am I missing something?