Paying an early withdrawal penalty could also make sense if your CD is earning considerably less than current interest rates. For example, if you have a long-term CD earning a 2% APY, and new CDs offer APYs in the 5% range, you should consider cashing out your long-term CD as it could mean earning 3% more on your cash.