Using individual-level CPS data, we show that the decline in middle-wage routine occupations over the past 40 years is mainly due to decreased transitions into these jobs from non-participation and unemployment, driven by individuals' lower propensity to make such transitions rather than demographic shifts, and that this also significantly contributes to the recent rise in U.S. nonparticipation.