The answer is pretty simple, stop paying people not to work. We can't do that because then they might not vote democrat.
This can be a very misleading statistic because the “potential labor force” includes anyone over the age of 16 who is not institutionalized — with no maximum age. The biggest factor in our declining labor force participation rate right now is retirement.