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

Headlines in the last two years suggest programmers are being laid off, junior developers struggle to find work, and tech companies are freezing hiring because one AI tool can now do the work of a dozen entry-level engineers.

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