No, I don't believe in deterministic outcomes. If you work for 20 years and are still poor, you've likely made willful decisions that have kept you secured to the low income group.

Educate yourself with a diverse and marketable skillset, earn more than you spend, and set aside funds for investment early to allow for accrual over 20 years plus and your chance of being impoverished is virtually zero.