Since the start of the pandemic the U.S. labor market has been characterized as being plagued by missing jobs, i.e. payroll employment has fallen more than five million jobs short of its pre-pandemic trend, and missing workers, i.e. the participation rate has declined by 1.2 percentage points: A...

Aggregate U.S. labor market dynamics are well approximated by a dual labor market supplemented with a third, predominantly, home-production segment. We uncover this structure by estimating a Hidden Markov Model, a machine-learning method. The different market segments are identified through...