Even part-time business owners might be required to pay quarterly estimated taxes. Entrepreneurs with gross income of less than $150,000 can avoid penalties by submitting payments equal to the previous year's, according to New York tax attorney Julian Block. "Even if you fail to calculate how high your income is going to be, if you pay in a certain amount, you are assured you won't be subject to any penalties," he explains.