Many people have made a simple mistake, like mistyping their income or doing incorrect math on a tax return, and are now facing significant tax debt. The Fresh Start program is an initiative the IRS launched in 2011 that offers relief for these people. Those who qualify for this program could find tax relief by having penalties that have built up over time eliminated completely.