Income mobility in America is remarkably high due to our (still) free market economy. That is a good thing. The permanently poor are as unusual as the permanently rich, from an income standpoint.
People move up and down the income scale.
The study of income mobility in the US is here. (h/t, Tigerhawk's link dump)