Social Security participation is mandatory, not voluntary. Just about everyone who earns wages or net income from self-employment must pay Social Security tax on their income. Members of certain religious groups may qualify for exemption from the Social Security tax and benefits. The Social Security tax, also known as the Federal Insurance Contribution Act (FICA) tax, is collected by the Internal Revenue Service along with federal income taxes.