For generations, workers gained experience by performing routine tasks, learning from mistakes, and gradually taking on greater responsibility. But what happens when AI begins performing much of that beginner-level work?
This Workforce Intelligence Report explores a growing challenge facing employers, educators, and workforce leaders: if traditional pathways to experience are disappearing, how will the next generation develop the skills, judgment, and expertise needed for long-term success?
If AI Does the Beginner Work Where Will Experience Come From?



