 And Tyson is one of many businesses exempted from paying taxes on necessities. Tyson Chicken. Now, the Tennessee Department of Revenue classifies nearly two dozen items as major tax exemptions, costing the state government an estimated $5.5 billion in fiscal year 2025. $5.5 billion.