You might discover that the "married, but withhold at single" rate still leaves you owing at the end of the year. You can always add an additional fixed dollar amount to be taken out of each paycheck and withheld. I did that for us, and then increased it, because we kept owing at the end of the year. We don't have a lot of deductions and have a small amount of investment income.