EXPOSED
The core of this job — leading a game of kickball, running a summer camp group, supervising a pool deck, coaxing a shy nine-year-old into the craft circle, calming a dispute between teenagers — is physical, social, and improvisational, and nothing in current AI or robotics touches it. What AI does absorb is the paperwork layer: activity schedules, program flyers, registration processing, attendance and incident write-ups, grant blurbs and parent newsletters. The real threats to this occupation are municipal and nonprofit budget cycles and low wages, not automation; the modal worker here is a part-time camp or community-center leader, not a program director.
Tasks largely resist digitisation. How much of the day-to-day work current AI already does at usable quality.
Hands-on in uncontrolled environments. Physical work in unpredictable environments. Robotics lags language models badly.
Certification preferred, not legally required. Is a licensed human legally required to sign, and personally liable if it goes wrong?
The human relationship is the product. Do buyers specifically pay for a human — presence, care, accountability?
Meaningful discretion. Does the role own consequential calls made with incomplete information?
Has AI actually changed your work?