The rich have access to better schools, better health care, better networking, better everything, plus they leave their children starting much higher than any normal kid.
Also keep in mine that 2.3M+ is a pretty huge range and the number there would just be the average. It's not like someone making 2,999,999 is going to be taxed a bunch less than someone making a little more.