Tax preference items are specific types of income or deductions that receive favorable treatment under the tax code, often leading to lower taxable income or tax liability. These items are crucial in calculating the Alternative Minimum Tax (AMT) to ensure that individuals or corporations with significant tax preference items still pay a minimum level of tax.