The emergence of AI automation is rapidly reshaping the structure of employment . Many tasks currently performed by individuals are becoming candidates for automation, leading to shifts in the expertise demanded for advancement . While concerns about layoffs are justified , AI also offers opportunities for generating novel employment, focusing on m