Tax-exempt income refers to earnings that are not subject to federal income tax, allowing individuals or entities to reduce their taxable income and potentially lower their tax liability. Common sources of tax-exempt income include municipal bond interest, certain Social Security benefits, and income from specific retirement accounts or educational savings plans.