Financial Gazette
  • Science
  • Global

Not all gigs are equal: Informal self-employment linked to lower pay, poorer health and instability

  • February 11, 2026 at 5:11 PM
  • 21 views
Not all gigs are equal: Informal self-employment linked to lower pay, poorer health and instability
Not all self-employment guarantees financial security, with informal arrangements posing the greatest risks to well-being for many workers. Using machine learning to classify self-employment, a new University of Michigan study analyzed narrative job descriptions from the 2003–2019 Panel Study of Income Dynamics, a longitudinal dataset with approximately 10,000 U.S. families.

Originally published at Phys.org

Share: