You should have kept track of your expenses (miles driven $0.56 a mile). Add up all your expenses and subtract them from the money they deposited in your checking and that's how much money you made. You would need to know your tax bracket, most likely 15%. Multiply it by 15% and that would be your quarterly amount you should pay. My Uber taxable income is not big enough to make a quarterly deposit.