Withholding allowance refers to the number of exemptions an employee claims on their W-4 form, which directly affects the amount of federal income tax withheld from their paycheck. By adjusting their withholding allowances, employees can influence whether they receive a larger paycheck or a larger tax refund when filing their annual tax return.