>Labor force participation rate has fallen, while people are retiring later. Retirement/aging doesn't even help explain the drop
Retirement/aging explains the largest component of the drop.
Much of the drop was predicted decades ago by Census based solely on demographics. The single largest factor in the current drop is exactly demographics. Here [1,2,3] are FRED papers on the topic with more references.