It's a "tax bracket thing".
By not having to add her income to yours, on you tax return, some of your income may be taxed at a lower rate. So, if some of your income is not pushed from the 12% bracket to the 22% bracket, you will save 10% on that portion of your income. Exact amounts depend on your total income and how close you are currently to the bracket thresholds.
