Your comment “working age” population is a bit misleading as the labor force participation rate includes 80 year olds whom live at home but I wouldn’t consider them “working age”

Thats not true. Labor Force does NOT include people who are retired/not looking for work, inmates, armed forces, correctional institutions or mental health care facilities