OBSERVED IN REAL USE · Anthropic 2026
0%
of this role’s work is already showing up in real Claude usage (Anthropic Economic Index).
Mostly fireproof. AI hands you the paperwork and steps back.
23% 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. Mostly safe. AI helps around the edges, but the job stays human.
WHAT AI CAN ALREADY DO
- Maintain accurate and complete student records as required by laws, district policies, and administrative regulations
- Prepare reports on students and activities as required by administration
- Adapt teaching methods and instructional materials to meet students' varying needs and interests
- Establish clear objectives for all lessons, units, and projects and communicate those objectives to children
- Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate
WHAT IT STILL CAN’T
- Establish and enforce rules for behavior and procedures for maintaining order
- Provide a variety of materials and resources for children to explore, manipulate, and use, both in learning activities and in imaginative play
- Serve meals and snacks in accordance with nutritional guidelines
- Attend to children's basic needs by feeding them, dressing them, and changing their diapers
- Assimilate arriving children to the school environment by greeting them, helping them remove outerwear, and selecting activities of interest to them
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 23% 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