It obviously doesn't scale linearly though.

Take the poor family living paycheck to paycheck - they spend practically every cent they earn on the basic necessities. Whereas I find it highly doubtful that your wealthy friends are spending every single dollar they earn every year (surely they save/invest a large percentage of their earnings, right?)