Unemployment and Self-Employment are two different things.
I think you Mean Self-Employment Tax which is FICA tax (Social Security).
What type of work is it that the IRS says it is exempt?
As far as I know, even when someone is 17, if they earn self-employment income, that income is subject to Self-Employment tax.
Can you give any additional details?
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