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 and prepare reports on children and activities as required by laws, district policies, and administrative regulations
- Prepare for assigned classes and show written evidence of preparation upon request of immediate supervisors
- 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
- Use computers, audio-visual aids, and other equipment and materials to supplement presentations
WHAT IT STILL CAN’T
- Establish and enforce rules for behavior and policies and procedures to maintain order among students
- Prepare children for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks
- Instruct students individually and in groups, adapting teaching methods to meet students' varying needs and interests
- Read books to entire classes or to small groups
- Guide and counsel students with adjustment or academic problems or special academic interests
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