Social Security and Medicare taxes, collectively referred to as FICA taxes, are a separate calculation. Put another way, your marginal tax bracket — or the highest tax rate you fall into — applies only to the amount of your taxable income above the minimum threshold. For income below that limit, you pay the same amount of federal income taxes ...