Does she get a 1099Misc for the stipend, etc? That is self employment income. Even though it is below the standard deduction she will still owe separate self employment tax on it. So she should have been sending in some 1040ES every quarter.
And when you file Joint the tax is calculated on the total income for both of you. But then you get a larger Standard Deduction of 24,400.
