If you and the other account holder are married and filing together, your taxes won’t be anymore complicated. Interest earned on the joint account is reported on your tax return. But if you’re filing separately or aren’t married, your tax situation becomes a little more complicated and can vary by state. It’s best to speak to a tax professional if you aren’t sure.