Wealthier people seem to care care less about getting tickets, too. Poorer people that I know tend to work harder to avoid getting tickets.

That right there is very good evidence that it is regressive. A tax that is neutral on the regressive/progressive continuum would be one that would concern wealthy and poorer people at about the same level.