If you expect to owe tax to IRS for this year, boost your withholding. It doesn’t matter that the tax was withheld in December because all withheld tax is treated as if it were paid evenly over the year. Remember, as long as you prepay 90% of this year’s tax bill, you’re off the hook for an underpayment penalty.