Unfortunately, none of the net reduction in the US unemployment rate over the past year came from increases in the employment-to-population ratio; all of it came from declining labor-force participation. Unemployment has fallen from 10.1% over the course of the past 18 months, but the employment-to-population ratio has remained stuck at 58.4%.