The amount of the penalty varies depending on the type of account and the terms set by the financial institution. For example, withdrawing from an IRA before age 59½ typically incurs a 10% penalty, in addition to regular income tax on the withdrawn amount. CDs, on the other hand, might impose a penalty equivalent to several months' worth of interest.