According to the IRS website:
"The Failure to File Penalty applies if you don't file your tax return by the due date. The penalty you must pay is a percentage of the taxes you didn't pay on time."
This statement assumes you have not paid taxes on-time. What happens in a case where a person pays their taxes on time each year but simply chooses not to file a return?