Not so much: More than 7 in 10 Americans who start at the bottom of the income ladder remain below middle income status 10 years later

Also, the reason poor people spend money when they get it is because they have it so rarely. There's no education about investment, saving, etc among the poor. Your example of people living frugally, etc, assumes that there are opportunities available, which for a large group of people there are NOT.