Retirement tax questions

it only will reduce any regular income tax  you owe.  It won't reduce the self employment tax.  So if your regular income tax was already low or zero it won't change.  It just reduces your AGI so you get taxed on a lower amount.  But not the self employment tax on your Net Profit.