Skip to content
Balam Labs
ISCO-08 2341

Primary school teachers

43.0%
ADI · 210th of 433 · 95% interval 31.3–55.1

An AI agent can at least partly carry out 43.0% of the task time of primary school teachers, and finish 0.0% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full43.0%

210th of 433 · interval 31.3–55.1

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time37.8%

201st of 433 · interval 33.9–42.4

Evidence73

task statements rated by two models and weighted by importance and frequency. World employment: 21.6 million.

Task weight by level

How the tasks rate

50%
43%
L0No meaningful role · 7.0%L1Augmentation · 50.0%L2Partial delegation · 43.0%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence66%
Accountability34%
Trust and care71%
Access to systems59%

Share of task weight flagged by each barrier; a task can carry several.

73 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Observe and evaluate students' performance, behavior, social development, and physical health.Middle School Teachers, Except Special and Career/Technical Education2.5%L1L1L228%45 minPhysical presence, Accountability, Trust and care, Access to systems
Prepare materials and classrooms for class activities.Middle School Teachers, Except Special and Career/Technical Education2.4%L2L2L248%1.3 hPhysical presence, Access to systems
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.Middle School Teachers, Except Special and Career/Technical Education2.4%L1L1L222%50 minPhysical presence, Accountability, Trust and care, Access to systems
Instruct students individually and in groups, using teaching methods such as lectures, discussions, and demonstrations.Elementary School Teachers, Except Special Education2.2%L1L1L118%45 minPhysical presence, Accountability, Trust and care
Establish and enforce rules for behavior and procedures for maintaining order among students.Middle School Teachers, Except Special and Career/Technical Education2.1%L1L1L122%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Establish and enforce rules for behavior and procedures for maintaining order among the students.Elementary School Teachers, Except Special Education2.1%L1L1L120%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Enforce all administration policies and rules governing students.Middle School Teachers, Except Special and Career/Technical Education2.0%L1L1L224%25 minPhysical presence, Accountability, Trust and care, Access to systems
Establish clear objectives for all lessons, units, and projects, and communicate these objectives to students.Middle School Teachers, Except Special and Career/Technical Education2.0%L2L2L262%45 minTrust and care
Assign lessons and correct homework.Middle School Teachers, Except Special and Career/Technical Education2.0%L2L2L260%1.1 hAccountability, Trust and care, Access to systems
Prepare, administer, and grade tests and assignments to evaluate students' progress.Middle School Teachers, Except Special and Career/Technical Education2.0%L2L2L265%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.Elementary School Teachers, Except Special Education1.9%L2L2L250%45 minPhysical presence, Trust and care
Adapt teaching methods and instructional materials to meet students' varying needs and interests.Elementary School Teachers, Except Special Education1.9%L2L2L258%1.5 hPhysical presence, Trust and care, Access to systems
Prepare materials and classrooms for class activities.Elementary School Teachers, Except Special Education1.9%L2L2L242%1.5 hPhysical presence
Guide and counsel students with adjustment or academic problems or with special academic interests.Elementary School Teachers, Except Special Education1.9%L1L1L122%45 minPhysical presence, Accountability, Trust and care, Access to systems
Observe and evaluate students' performance, behavior, social development, and physical health.Elementary School Teachers, Except Special Education1.8%L1L1L228%2.2 hPhysical presence, Accountability, Trust and care, Access to systems
Show the other 58 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.Middle School Teachers, Except Special and Career/Technical Education1.8%L2L2L238%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Adapt teaching methods and instructional materials to meet students' varying needs and interests.Middle School Teachers, Except Special and Career/Technical Education1.8%L2L2L255%1.5 hTrust and care, Access to systems
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.Elementary School Teachers, Except Special Education1.8%L1L1L232%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Maintain accurate, complete, and correct student records as required by laws, district policies, and administrative regulations.Middle School Teachers, Except Special and Career/Technical Education1.8%L2L2L260%38 minAccountability, Access to systems
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.Middle School Teachers, Except Special and Career/Technical Education1.8%L2L2L252%52 minPhysical presence
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.Elementary School Teachers, Except Special Education1.7%L2L2L260%38 minTrust and care
Prepare students for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.Middle School Teachers, Except Special and Career/Technical Education1.7%L1L1L228%1.0 hPhysical presence, Trust and care, Access to systems
Assist students who need extra help, such as by tutoring and preparing and implementing remedial programs.Middle School Teachers, Except Special and Career/Technical Education1.6%L2L2L250%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare students for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.Elementary School Teachers, Except Special Education1.6%L1L1L118%52 minPhysical presence, Accountability, Trust and care, Access to systems
Read books to entire classes or small groups.Elementary School Teachers, Except Special Education1.6%L0L1L08%22 minPhysical presence, Trust and care
Assign and grade class work and homework.Elementary School Teachers, Except Special Education1.6%L2L2L262%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Enforce administration policies and rules governing students.Elementary School Teachers, Except Special Education1.6%L0L0L114%25 minPhysical presence, Accountability, Trust and care, Access to systems
Instruct and monitor students in the use and care of equipment and materials to prevent injuries and damage.Elementary School Teachers, Except Special Education1.5%L0L0L110%38 minPhysical presence, Accountability, Trust and care, Access to systems
Organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, and storytelling.Elementary School Teachers, Except Special Education1.5%L1L1L228%52 minPhysical presence, Accountability, Trust and care
Prepare and implement remedial programs for students requiring extra help.Elementary School Teachers, Except Special Education1.5%L2L2L248%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.Middle School Teachers, Except Special and Career/Technical Education1.4%L1L1L112%52 minPhysical presence, Accountability, Trust and care, Access to systems
Provide a variety of materials and resources for children to explore, manipulate, and use, both in learning activities and in imaginative play.Elementary School Teachers, Except Special Education1.4%L1L1L230%1.5 hPhysical presence, Access to systems
Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.Middle School Teachers, Except Special and Career/Technical Education1.4%L1L1L235%45 minTrust and care, Access to systems
Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.Elementary School Teachers, Except Special Education1.4%L2L2L270%2.5 h–
Collaborate with other teachers and administrators in the development, evaluation, and revision of middle school programs.Middle School Teachers, Except Special and Career/Technical Education1.4%L1L1L238%2.5 hTrust and care, Access to systems
Prepare for assigned classes and show written evidence of preparation upon request of immediate supervisors.Middle School Teachers, Except Special and Career/Technical Education1.3%L2L2L268%2.3 hAccess to systems
Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.Elementary School Teachers, Except Special Education1.3%L2L2L260%38 minAccountability, Access to systems
Prepare, administer, and grade tests and assignments to evaluate students' progress.Elementary School Teachers, Except Special Education1.3%L2L2L262%2.5 hPhysical presence, Trust and care, Access to systems
Prepare for assigned classes and show written evidence of preparation upon request of immediate supervisors.Elementary School Teachers, Except Special Education1.3%L2L2L268%1.8 hAccess to systems
Guide and counsel students with adjustment or academic problems, or special academic interests.Middle School Teachers, Except Special and Career/Technical Education1.2%L1L1L230%38 minAccountability, Trust and care, Access to systems
Confer with parents or guardians, teachers, counselors, and administrators to resolve students' behavioral and academic problems.Elementary School Teachers, Except Special Education1.2%L1L1L235%1.1 hTrust and care, Access to systems
Provide students with disabilities with assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.Elementary School Teachers, Except Special Education · supplemental task1.2%L1L1L218%20 minPhysical presence, Accountability, Trust and care, Access to systems
Perform administrative duties, such as school library assistance, hall and cafeteria monitoring, and bus loading and unloading.Middle School Teachers, Except Special and Career/Technical Education1.2%L0L0L16%45 minPhysical presence, Accountability, Trust and care
Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.Elementary School Teachers, Except Special Education1.2%L2L2L252%1.3 hTrust and care, Access to systems
Meet with other professionals to discuss individual students' needs and progress.Middle School Teachers, Except Special and Career/Technical Education1.2%L1L1L128%52 minAccountability, Trust and care, Access to systems
Meet with other professionals to discuss individual students' needs and progress.Elementary School Teachers, Except Special Education1.2%L1L1L128%45 minTrust and care, Access to systems
Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.Middle School Teachers, Except Special and Career/Technical Education1.1%L2L2L378%4.0 h–
Attend staff meetings and serve on staff committees, as required.Middle School Teachers, Except Special and Career/Technical Education1.1%L1L1L120%1.0 hPhysical presence, Trust and care, Access to systems
Perform administrative duties, such as school library assistance, hall and cafeteria monitoring, and bus loading and unloading.Elementary School Teachers, Except Special Education1.1%L0L0L19%45 minPhysical presence, Accountability, Trust and care, Access to systems
Organize and label materials and display students' work.Middle School Teachers, Except Special and Career/Technical Education1.1%L1L1L232%1.3 hPhysical presence, Access to systems
Provide students with disabilities with assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.Middle School Teachers, Except Special and Career/Technical Education · supplemental task1.1%L1L1L118%38 minPhysical presence, Accountability, Trust and care, Access to systems
Organize and label materials and display students' work.Elementary School Teachers, Except Special Education1.0%L1L1L226%1.0 hPhysical presence, Access to systems
Organize and supervise games and other recreational activities to promote physical, mental, and social development.Middle School Teachers, Except Special and Career/Technical Education1.0%L1L1L120%45 minPhysical presence, Accountability, Trust and care
Meet or correspond with parents or guardians to discuss children's progress and to determine priorities and resource needs.Middle School Teachers, Except Special and Career/Technical Education1.0%L2L2L245%38 minTrust and care, Access to systems
Prepare reports on students and activities as required by administration.Middle School Teachers, Except Special and Career/Technical Education1.0%L2L2L265%1.0 hAccess to systems
Collaborate with other teachers and administrators in the development, evaluation, and revision of elementary school programs.Elementary School Teachers, Except Special Education1.0%L1L1L235%1.5 hTrust and care, Access to systems
Supervise, evaluate, and plan assignments for teacher assistants and volunteers.Elementary School Teachers, Except Special Education1.0%L1L1L240%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.Middle School Teachers, Except Special and Career/Technical Education1.0%L2L2L248%52 minTrust and care, Access to systems
Coordinate and supervise extracurricular activities, such as clubs, student organizations, and academic contests.Middle School Teachers, Except Special and Career/Technical Education0.9%L1L1L240%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Supervise, evaluate, and plan assignments for teacher assistants and volunteers.Middle School Teachers, Except Special and Career/Technical Education · supplemental task0.8%L1L1L238%1.3 hAccountability, Trust and care
Meet with parents and guardians to discuss their children's progress and to determine priorities for their children and their resource needs.Elementary School Teachers, Except Special Education0.8%L1L1L128%38 minPhysical presence, Trust and care, Access to systems
Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.Elementary School Teachers, Except Special Education0.8%L1L1L228%5.0 hPhysical presence, Accountability, Access to systems
Attend staff meetings and serve on committees, as required.Elementary School Teachers, Except Special Education0.8%L1L1L122%1.0 hPhysical presence, Trust and care, Access to systems
Prepare reports on students and activities as required by administration.Elementary School Teachers, Except Special Education0.8%L2L2L268%1.1 hAccountability, Access to systems
Select, store, order, issue, and inventory classroom equipment, materials, and supplies.Middle School Teachers, Except Special and Career/Technical Education0.8%L1L1L238%1.3 hPhysical presence, Accountability, Access to systems
Plan and supervise class projects, field trips, visits by guest speakers, or other experiential activities, and guide students in learning from such activities.Middle School Teachers, Except Special and Career/Technical Education0.7%L2L2L242%6.3 hPhysical presence, Accountability, Trust and care, Access to systems
Plan and supervise class projects, field trips, visits by guest speakers or other experiential activities, and guide students in learning from those activities.Elementary School Teachers, Except Special Education0.7%L1L1L235%5.5 hPhysical presence, Accountability, Trust and care, Access to systems
Administer standardized ability and achievement tests, and interpret results to determine student strengths and needs.Elementary School Teachers, Except Special Education0.7%L2L2L240%2.8 hPhysical presence, Accountability, Trust and care, Access to systems
Select, store, order, issue, and inventory classroom equipment, materials, and supplies.Elementary School Teachers, Except Special Education0.7%L2L2L245%1.4 hPhysical presence, Access to systems
Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.Middle School Teachers, Except Special and Career/Technical Education0.7%L1L1L120%5.0 hPhysical presence, Accountability, Trust and care, Access to systems
Involve parent volunteers and older students in children's activities to facilitate involvement in focused, complex play.Elementary School Teachers, Except Special Education0.6%L1L1L120%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Administer standardized ability and achievement tests, and interpret results to determine student strengths and needs.Middle School Teachers, Except Special and Career/Technical Education0.6%L2L2L245%2.8 hPhysical presence, Accountability, Trust and care, Access to systems
Sponsor extracurricular activities, such as clubs, student organizations, and academic contests.Elementary School Teachers, Except Special Education · supplemental task0.5%L1L1L232%5.8 hPhysical presence, Accountability, Trust and care, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentilePct
ADI (this index)43.0%52
Eloundou et al. (2024), GPT exposure β0.32952
Felten et al. (2021), AI occupational exposure1.08781
Webb (2020), AI patent exposure4029
Eisfeldt et al. (2026), generative AI exposure0.13143
Anthropic Economic Index, observed use0.285

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (23)

Neighbouring occupations

Dashed line: primary school teachers (43.0%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Primary school teachers (ISCO-08 2341), https://balamlabs.org/adi/occupations/2341

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Primary school teachers (ISCO-08 2341)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2341.json.