>No, it makes it so that the outcome is more equally felt across all income levels.

Because you want to... hard stop behavior. Parking violations cause harm, so the fine should be a function of damage to society, not some weird fetish to make people feel pain.

If behavior is so unacceptable that you want to prevent it altogether, criminalize it.