EXPOSURE TO AI
14%
RESILIENT
OBSERVED IN REAL USE · Anthropic 2026
1%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
The last desk the machine reaches. Breathe.
14% of this role’s O*NET tasks are within reach of today’s AI. That is the core-weighted exposure score from Eloundou et al. 2023 (“GPTs are GPTs”). It measures a capability ceiling, not a headcount forecast. Certified hard to automate. Today’s AI barely touches the core of this one.
WHAT AI CAN ALREADY DO
- Supervise and assist with homework
- Keep records of play, meal schedules, and bill payment
- Help develop or monitor family schedule
WHAT IT STILL CAN’T
- Remove hazards and develop appropriate boundaries and rules to create a safe environment for children
- Instruct children in safe behavior, such as seeking adult assistance when crossing the street and avoiding contact with unsafe objects
- Help prepare and serve nutritionally balanced meals and snacks for children
- Perform first aid or cardiopulmonary resuscitation (CPR) when required
- Teach and perform age-appropriate activities, such as lap play, reading, and arts and crafts, to encourage intellectual development of children
THE HONEST PART. A percentage is not a pink slip. High exposure usually means a role shrinks and shifts toward judgment, direction and responsibility: the parts a model can’t sign its name to. Exposure ≠ displacement. Breathe.
"My job is 14% cooked. What’s yours?"
SOURCES: O*NET 30.3 occupational tasks · Eloundou et al. 2023 (“GPTs are GPTs”,
arXiv:2303.10130) · Anthropic Economic Index 2026 (CC-BY) |
how this is calculated |
last updated 2026-07-16