Did they receive cash income or a 1099-MISC? Then they owe Self-Employment tax.
Because they are claimed as a dependent on a parents return they get a reduced standard deduction.
This is the tax law for dependents earning income.
Yes, see comment above if a 1099Misc was received for over $400.