The growth of nonemployer businesses as a share of the working-age population has been little studied relative to the decline of employer business rate in the United States. We show that local labor markets specializing in routine task-intensive jobs have experienced a higher adoption of information technology as well as the growth of nonemployer businesses primarily through increasing self-employment in nonroutine manual task-intensive jobs that are less frequently outsourced to business service firms.