Roles focused on designing, building, operating, and managing AI systems are experiencing rapid growth.

The average time to fill an AI role is 142 days, which is almost half a year.

Job openings for traditional knowledge work roles, such as generalist product managers, standard software engineers, and conventional business analysts, are flat or falling.

The current ratio of AI jobs to qualified AI talent is 3.2 to 1.