All sectorsThe same grid as text
Educational Instruction and Library
How far apart the occupations inside this sector are.
AI finishes1,636 tasks
7%
of this sector's tasks, at L2 or above. The middle sector is at 3%.
Spread inside62
20pt
points between its widest and its narrowest occupation, among the 57 anything was read about.
The work in this sector, as 100 squares
One square, one task, filled to the lowest level covering it.
of 1,636
- L5 · Full automationemptyAI delivers alone in any setting, with no defined scope limiting it.
- L4 · High automationemptyAI delivers alone inside a defined scope, running in real business.
- L3 · Conditional automationemptyAI completes it; a person spot-checks rather than reviews each one.
- L2 · Partial automation112AI produces the bulk; a person reviews and corrects every item.
- L1 · Assisted340AI helps in places; a person does the whole delivery.
- L0 · ManualemptyAI takes no part in this work.
- Unknown324part of this work has no evidence either way
- Untouched860no update in the collected window mentions it
What moved it
Updates that left evidence on work reaching this sector.
2026-08-2446 days recorded2026-10-08
- 10-08AMIE matches doctor diagnoses in 90% of 100 patient interactions with 0 safety stopsAssess practical performance and occupational competence · Develop algorithms and study computational properties · Build research prototypes and run comparative experiments
- 10-08Google's AMIE studied prospectively in real clinic, results in The LancetDevelop algorithms and study computational properties · Build research prototypes and run comparative experiments
- 10-08Astrophysicist uses Claude Science to build first complete ultraviolet sky mapAssess practical performance and occupational competence · Build research prototypes and run comparative experiments · Design experiments and observations and analyze physical data · Search research literature and synthesize evidence
- 10-08Ignite Vision builds AI creator matching on Qwen, cutting screening from hours to minutesAssess practical performance and occupational competence · Process validate and deliver customer data · Maintain search indexes and information service directories
- 10-07Claude Haiku 5.5 generally available in GitHub CopilotAssess practical performance and occupational competence
- 10-07ChatGPT introduces Intelligent UIDeliver language practice and subject tutoring · Provide adapted instruction and supported communication · Prepare lesson plans and learning materials
and 154 more
What AI does here
The work reaching this sector, furthest first.
- Assess practical performance and occupational competenceL3 · Conditional automation
- Support accessible communication and community participationL3 · Conditional automation
- Prepare lesson plans and learning materialsL2 · Partial automation
- Write papers reports and research collaboration materialsL2 · Partial automation
- Search research literature and synthesize evidenceL2 · Partial automation
- Demonstrate occupational skills and conduct practical trainingL2 · Partial automation
- Provide adapted instruction and supported communicationL2 · Partial automation
- Deliver language practice and subject tutoringL2 · Partial automation
- Build independent living and employment readiness skillsL2 · Partial automation
- Design experiments and observations and analyze physical dataL2 · Partial automation
- Support learning activities and family-school communicationL2 · Partial automation
- Develop algorithms and study computational propertiesL2 · Partial automation
Inside this sector
Occupations62
The same hundred squares, once per occupation, ranked.
- WidestFarm and Home Management Educators20%
- NarrowestTeaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education0%
- 20 points apart no update in the collected window mentions this occupation 5 more have no evidence at all.
- Farm and Home Management Educators15 tasks20%
- Philosophy and Religion Teachers, Postsecondary22 tasks18%
- Foreign Language and Literature Teachers, Postsecondary24 tasks17%
- Tutors19 tasks16%
- Architecture Teachers, Postsecondary22 tasks14%
- Economics Teachers, Postsecondary22 tasks14%
- Health Specialties Teachers, Postsecondary22 tasks14%
- Agricultural Sciences Teachers, Postsecondary23 tasks13%
- Education Teachers, Postsecondary24 tasks13%
- Engineering Teachers, Postsecondary24 tasks13%
- Family and Consumer Sciences Teachers, Postsecondary23 tasks13%
- Mathematical Science Teachers, Postsecondary23 tasks13%
- Physics Teachers, Postsecondary24 tasks13%
- Special Education Teachers, Secondary School40 tasks13%
- Teaching Assistants, Special Education30 tasks13%
- Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary26 tasks12%
- Computer Science Teachers, Postsecondary26 tasks12%
- Environmental Science Teachers, Postsecondary25 tasks12%
- Forestry and Conservation Science Teachers, Postsecondary25 tasks12%
- Library Science Teachers, Postsecondary25 tasks12%
- Biological Science Teachers, Postsecondary27 tasks11%
- Chemistry Teachers, Postsecondary28 tasks11%
- Nursing Instructors and Teachers, Postsecondary29 tasks10%
- Area, Ethnic, and Cultural Studies Teachers, Postsecondary23 tasks9%
- Communications Teachers, Postsecondary23 tasks9%
- Criminal Justice and Law Enforcement Teachers, Postsecondary23 tasks9%
- English Language and Literature Teachers, Postsecondary33 tasks9%
- Political Science Teachers, Postsecondary22 tasks9%
- Recreation and Fitness Studies Teachers, Postsecondary23 tasks9%
- Geography Teachers, Postsecondary25 tasks8%
- History Teachers, Postsecondary25 tasks8%
- Social Work Teachers, Postsecondary24 tasks8%
- Sociology Teachers, Postsecondary24 tasks8%
- Special Education Teachers, Middle School40 tasks8%
- Anthropology and Archeology Teachers, Postsecondary27 tasks7%
- Psychology Teachers, Postsecondary29 tasks7%
- Adapted Physical Education Specialists20 tasks5%
- Career/Technical Education Teachers, Postsecondary20 tasks5%
- Art, Drama, and Music Teachers, Postsecondary28 tasks4%
- Business Teachers, Postsecondary25 tasks4%
- Law Teachers, Postsecondary23 tasks4%
- Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors37 tasks3%
- Career/Technical Education Teachers, Secondary School33 tasks3%
- Library Technicians31 tasks3%
- Special Education Teachers, Elementary School30 tasks3%
- Special Education Teachers, Kindergarten29 tasks3%
- Archivists13 tasks0%
- Career/Technical Education Teachers, Middle School31 tasks0%
- Curators15 tasks0%
- Elementary School Teachers, Except Special Education38 tasks0%
- Instructional Coordinators30 tasks0%
- Kindergarten Teachers, Except Special Education37 tasks0%
- Librarians and Media Collections Specialists30 tasks0%
- Middle School Teachers, Except Special and Career/Technical Education35 tasks0%
- Museum Technicians and Conservators24 tasks0%
- Preschool Teachers, Except Special Education34 tasks0%
- Secondary School Teachers, Except Special and Career/Technical Education32 tasks0%
- Self-Enrichment Teachers30 tasks0%
- Special Education Teachers, Preschool36 tasks0%
- Substitute Teachers, Short-Term18 tasks0%
- Teaching Assistants, Postsecondary20 tasks0%
- Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education28 tasks0%
median 8% · share of tasks AI produces the bulk of, leaving a person to check