In my lived experience, the majority of poverty is the inability to delay gratification. Whether you want to attribute that to personal failings or to other things is a separate question
Most likely you're seeing the causality in the wrong direction - poverty creates a strong incentive to go for immediate benefits rather than absorb the risk of one that is delayed.