For (single) self-employed people making between ~$85k and $137k, the marginal federal tax rate they face is a little under 40%, with 24% from your link, ~12% from Social security, and ~3% from Medicare. This excludes the effect of phaseouts of various deductions (eg, student loan interest), which can easily drive that higher while remaining within the context of federal taxation only.