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Manno for Governing: Governments’ Role in Nurturing ‘Launchpad Jobs’

  • October 1, 2026
  • Bruno Manno

The earliest effects of artificial intelligence on work are landing not in mass layoffs but at the job entry point where young people learn how to work. That shift creates a governing problem that no one in state or local government clearly owns.

Responsibility for helping students move from school to a first job is spread across high schools, colleges, local workforce boards, apprenticeship offices and state labor agencies. When everyone owns a problem in part, no one owns it at all.

The evidence is hard to ignore. In September, the Census Bureau found that since ChatGPT arrived, graduates of the most AI-exposed college majors, led by computer science, were less likely to find a job right after graduation. Those who did earned about 13 percent less than graduates in less-exposed fields — comparable to graduating into a severe recession — and more of them started in retail and restaurants. For graduates in moderately exposed fields, first jobs came later but mostly caught up.

Read more in Governing.

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