Skip to content
Balam Labs
ISCO-08 2352

Special needs teachers

33.2%
ADI · 237th of 433 · 95% interval 26.6–40.1

An AI agent can at least partly carry out 33.2% of the task time of special needs 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 full33.2%

237th of 433 · interval 26.6–40.1

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time34.4%

224th of 433 · interval 31.9–36.9

Evidence196

task statements rated by two models and weighted by importance and frequency. World employment: 2.5 million.

Task weight by level

How the tasks rate

61%
33%
L0No meaningful role · 6.3%L1Augmentation · 60.5%L2Partial delegation · 33.2%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence68%
Accountability53%
Trust and care77%
Access to systems61%

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

196 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Adapt instructional techniques to the age and skill levels of students.Adapted Physical Education Specialists1.4%L1L1L242%52 minPhysical presence, Accountability, Trust and care, Access to systems
Provide students positive feedback to encourage them and help them develop an appreciation for physical education.Adapted Physical Education Specialists1.4%L1L1L222%18 minPhysical presence, Trust and care, Access to systems
Instruct students, using adapted physical education techniques, to improve physical fitness, gross motor skills, perceptual motor skills, or sports and game achievement.Adapted Physical Education Specialists1.4%L1L1L218%45 minPhysical presence, Accountability, Trust and care, Access to systems
Establish and maintain standards of behavior to create safe, orderly, and effective environments for learning.Adapted Physical Education Specialists1.3%L1L1L225%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Provide adapted physical education services to students with intellectual disabilities, autism, traumatic brain injury, orthopedic impairments, or other disabling condition.Adapted Physical Education Specialists1.3%L1L1L220%45 minPhysical presence, Accountability, Trust and care, Access to systems
Provide individual or small groups of students with adapted physical education instruction that meets desired physical needs or goals.Adapted Physical Education Specialists1.3%L1L1L118%45 minPhysical presence, Accountability, Trust and care, Access to systems
Maintain thorough student records to document attendance, participation, or progress, ensuring confidentiality of all records.Adapted Physical Education Specialists0.9%L2L2L260%35 minAccountability, Access to systems
Assess students' physical progress or needs.Adapted Physical Education Specialists0.9%L1L1L230%1.3 hPhysical presence, Accountability, Trust and care, Access to systems
Instruct students with disabilities in academic subjects, using a variety of techniques, such as phonetics, multisensory learning, or repetition to reinforce learning and meet students' varying needs.Special Education Teachers, Elementary School0.8%L1L1L118%45 minPhysical presence, Accountability, Trust and care, Access to systems
Prepare lesson plans in accordance with individualized education plans (IEPs) and the functional abilities or needs of students.Adapted Physical Education Specialists0.8%L2L2L265%1.5 hAccountability, Access to systems
Collaborate with other educational personnel to provide inclusive activities or programs for children with disabilities.Adapted Physical Education Specialists0.8%L2L2L240%1.3 hPhysical presence, Accountability, Trust and care, Access to systems
Develop or implement strategies to meet the needs of students with a variety of disabilities.Special Education Teachers, Elementary School0.8%L2L2L238%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Establish and enforce rules for behavior and procedures for maintaining order among students.Special Education Teachers, Elementary School0.8%L1L1L222%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Modify the general elementary education curriculum for students with disabilities.Special Education Teachers, Elementary School0.8%L2L2L260%1.8 hAccountability, Access to systems
Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.Special Education Teachers, Elementary School0.8%L1L1L222%45 minPhysical presence, Accountability, Trust and care
Show the other 181 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.Special Education Teachers, Elementary School0.7%L1L1L120%1.4 hPhysical presence, Access to systems
Encourage students to explore learning opportunities or persevere with challenging tasks to prepare them for later grades.Special Education Teachers, Elementary School0.7%L1L1L116%20 minPhysical presence, Accountability, Trust and care, Access to systems
Communicate behavioral observations and student progress reports to students, parents, teachers, or administrators.Adapted Physical Education Specialists0.7%L2L2L260%35 minAccountability, Trust and care, Access to systems
Establish and enforce rules for behavior and policies and procedures to maintain order among students.Special Education Teachers, Secondary School0.7%L1L1L125%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Establish and communicate clear objectives for all lessons, units, and projects to students.Special Education Teachers, Elementary School0.7%L2L2L262%30 minAccountability, Trust and care, Access to systems
Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory.Special Education Teachers, Preschool0.7%L0L0L110%38 minPhysical presence, Accountability, Trust and care, Access to systems
Communicate nonverbally with children to provide them with comfort, encouragement, or positive reinforcement.Special Education Teachers, Preschool0.7%L0L0L02%5 minPhysical presence, Trust and care, Access to systems
Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.Special Education Teachers, Preschool0.7%L1L1L222%38 minPhysical presence, Accountability, Trust and care, Access to systems
Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, or social skills, to preschool students with special needs.Special Education Teachers, Preschool0.7%L1L1L111%38 minPhysical presence, Accountability, Trust and care
Observe and evaluate students' performance, behavior, social development, and physical health.Special Education Teachers, Elementary School0.7%L1L1L228%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Evaluate the motor needs of individual students to determine their need for adapted physical education services.Adapted Physical Education Specialists0.7%L1L1L230%3.3 hPhysical presence, Accountability, Trust and care, Access to systems
Teach students personal development skills, such as goal setting, independence, or self-advocacy.Special Education Teachers, Elementary School0.7%L1L1L228%45 minPhysical presence, Accountability, Trust and care
Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.Special Education Teachers, Elementary School0.7%L2L2L260%45 minAccountability, Access to systems
Guide or counsel students with adjustment problems, academic problems, or special academic interests.Special Education Teachers, Elementary School0.6%L1L1L222%45 minPhysical presence, Accountability, Trust and care, Access to systems
Advise education professionals of students' physical abilities or disabilities and the accommodations required to enhance their school performance.Adapted Physical Education Specialists0.6%L2L2L252%1.4 hPhysical presence, Accountability, Trust and care, Access to systems
Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.Special Education Teachers, Elementary School0.6%L1L1L115%20 minPhysical presence, Accountability, Trust and care, Access to systems
Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.Special Education Teachers, Secondary School0.6%L2L2L260%45 minAccountability, Trust and care, Access to systems
Monitor teachers or teacher assistants to ensure adherence to special education program requirements.Special Education Teachers, Elementary School0.6%L1L1L232%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Attend to children's basic needs by feeding them, dressing them, or changing their diapers.Special Education Teachers, Preschool0.6%L0L0L01%15 minPhysical presence, Accountability, Trust and care, Access to systems
Establish and enforce rules for behavior and policies and procedures to maintain order among students.Special Education Teachers, Middle School0.6%L1L1L230%1.1 hPhysical presence, Accountability, Trust and care, Access to systems
Write reports to summarize student performance, social growth, or physical development.Adapted Physical Education Specialists0.6%L2L2L268%45 minAccountability, Access to systems
Plan or conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.Special Education Teachers, Elementary School0.6%L2L2L248%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Establish and enforce rules for behavior and procedures for maintaining order among students.Special Education Teachers, Preschool0.6%L1L1L120%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Employ special educational strategies and techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, and memory.Special Education Teachers, Secondary School0.6%L1L1L225%52 minPhysical presence, Accountability, Trust and care, Access to systems
Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.Special Education Teachers, Preschool0.6%L0L0L16%30 minPhysical presence, Accountability, Trust and care
Develop and implement strategies to meet the needs of students with a variety of handicapping conditions.Special Education Teachers, Middle School0.6%L1L1L235%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Encourage students to explore learning opportunities or persevere with challenging tasks to prepare them for later grades.Special Education Teachers, Preschool0.6%L1L1L112%45 minPhysical presence, Trust and care
Teach socially acceptable behavior, employing techniques such as behavior modification and positive reinforcement.Special Education Teachers, Secondary School0.6%L1L1L228%2.4 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare materials and classrooms for class activities.Special Education Teachers, Middle School0.6%L2L2L245%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.Special Education Teachers, Middle School0.6%L1L1L228%50 minPhysical presence, Accountability, Trust and care, Access to systems
Teach students personal development skills, such as goal setting, independence, or self-advocacy.Special Education Teachers, Preschool0.6%L1L1L222%38 minPhysical 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.Special Education Teachers, Secondary School0.6%L1L1L122%52 minPhysical presence, Trust and care
Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or school or state requirements.Special Education Teachers, Elementary School0.6%L2L2L370%4.0 hAccountability
Prepare materials and classrooms for class activities.Special Education Teachers, Secondary School0.6%L1L1L245%1.3 hPhysical presence, Access to systems
Assist in screening or placement of students in adapted physical education programs.Adapted Physical Education Specialists0.6%L2L2L248%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Maintain accurate and complete student records, and prepare reports on children and activities, as required by laws, district policies, and administrative regulations.Special Education Teachers, Secondary School0.6%L2L2L265%1.4 hAccountability, Access to systems
Develop or implement strategies to meet the needs of students with a variety of disabilities.Special Education Teachers, Preschool0.6%L1L1L235%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Establish and enforce rules for behavior and procedures for maintaining order among students.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L228%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Observe and evaluate students' performance, behavior, social development, and physical health.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L222%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Monitor teachers or teacher assistants to ensure adherence to special education program requirements.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L232%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Modify the general kindergarten education curriculum for students with disabilities.Special Education Teachers, Kindergarten · supplemental task0.6%L2L2L260%2.3 hAccountability, Access to systems
Meet with parents or guardians to discuss their children's progress, advise them on using community resources, or teach skills for dealing with students' impairments.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L228%1.0 hAccountability, Trust and care, Access to systems
Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.Special Education Teachers, Kindergarten · supplemental task0.6%L2L2L260%45 minAccountability, Access to systems
Interpret or transcribe classroom materials into Braille or sign language.Special Education Teachers, Kindergarten · supplemental task0.6%L2L2L250%52 minPhysical presence, Accountability
Instruct students with disabilities in academic subjects, using a variety of techniques, such as phonetics, multisensory learning, or repetition to reinforce learning and meet students' varying needs.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L221%38 minPhysical presence, Accountability, Trust and care, Access to systems
Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.Special Education Teachers, Kindergarten · supplemental task0.6%L0L0L112%30 minPhysical presence, Accountability, Trust and care
Confer with other staff members to plan, schedule, or conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L238%1.0 hTrust and care, Access to systems
Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory.Special Education Teachers, Kindergarten · supplemental task0.6%L0L0L216%45 minPhysical presence, Accountability, Trust and care, Access to systems
Develop or implement strategies to meet the needs of students with a variety of disabilities.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L238%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Control the inventory or distribution of classroom equipment, materials, or supplies.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L235%52 minPhysical presence, Access to systems
Confer with parents, guardians, teachers, counselors, or administrators to resolve students' behavioral or academic problems.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L230%52 minAccountability, Trust and care, Access to systems
Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual educational plans (IEPs) for students' educational, physical, or social development.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L232%2.5 hAccountability, Trust and care, Access to systems
Perform administrative duties, such as school library assistance, hall and cafeteria monitoring, and bus loading and unloading.Special Education Teachers, Kindergarten · supplemental task0.6%L0L0L04%45 minPhysical presence, Accountability, Trust and care, Access to systems
Collaborate with other teachers or administrators to develop, evaluate, or revise kindergarten programs.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L238%2.0 hTrust and care, Access to systems
Attend professional meetings, educational conferences, or teacher training workshops to maintain or improve professional competence.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L225%5.0 hPhysical presence, Accountability, Trust and care, Access to systems
Administer standardized ability and achievement tests to kindergarten students with special needs.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L115%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Organize and display students' work in a manner appropriate for their perceptual skills.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L222%1.0 hPhysical presence, Access to systems
Organize and supervise games or other recreational activities to promote physical, mental, or social development.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L118%52 minPhysical presence, Accountability, Trust and care, Access to systems
Plan or supervise experiential learning activities, such as class projects, field trips, demonstrations, or visits by guest speakers.Special Education Teachers, Kindergarten · supplemental task0.6%L2L2L242%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L225%38 minPhysical presence, Accountability, Trust and care, Access to systems
Prepare assignments for teacher assistants or volunteers.Special Education Teachers, Kindergarten · supplemental task0.6%L2L2L268%52 minAccess to systems
Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L225%1.3 hPhysical presence, Access to systems
Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or school or state requirements.Special Education Teachers, Kindergarten · supplemental task0.6%L2L2L372%2.8 hAccountability
Prepare, administer, or grade assignments to evaluate students' progress.Special Education Teachers, Kindergarten · supplemental task0.6%L2L2L245%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Present information in audio-visual or interactive formats, using computers, televisions, audio-visual aids, or other equipment, materials, or technologies.Special Education Teachers, Kindergarten · supplemental task0.6%L2L2L248%52 minPhysical presence, Trust and care, Access to systems
Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L118%30 minPhysical presence, Accountability, Trust and care, Access to systems
Visit schools to tutor students with sensory impairments or to consult with teachers regarding students' special needs.Special Education Teachers, Kindergarten · supplemental task0.6%L1L1L118%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Teach socially acceptable behavior, employing techniques such as behavior modification and positive reinforcement.Special Education Teachers, Middle School0.6%L1L1L228%45 minPhysical presence, Accountability, Trust and care
Observe and evaluate students' performance, behavior, social development, and physical health.Special Education Teachers, Preschool0.6%L1L1L120%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.Special Education Teachers, Secondary School0.5%L2L2L255%52 minPhysical presence, Trust and care
Write or modify individualized education plans (IEPs) for students with intellectual or physical disabilities.Adapted Physical Education Specialists0.5%L2L2L265%2.5 hAccountability, Trust and care, Access to systems
Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.Special Education Teachers, Middle School0.5%L2L2L260%58 minAccountability, Trust and care, Access to systems
Prepare, administer, or grade tests or assignments to evaluate students' progress.Special Education Teachers, Elementary School0.5%L2L2L255%1.3 hPhysical presence, Accountability, Trust and care, Access to systems
Teach personal development skills, such as goal setting, independence, and self-advocacy.Special Education Teachers, Secondary School0.5%L1L1L230%48 minPhysical presence, Accountability, Trust and care, Access to systems
Monitor teachers or teacher assistants to ensure adherence to special education program requirements.Special Education Teachers, Preschool0.5%L1L1L232%1.3 hPhysical presence, Accountability, Trust and care, Access to systems
Observe and evaluate students' performance, behavior, social development, and physical health.Special Education Teachers, Secondary School0.5%L1L1L228%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Employ special educational strategies and techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, and memory.Special Education Teachers, Middle School0.5%L1L1L228%45 minPhysical presence, Accountability, Trust and care, Access to systems
Guide and counsel students with adjustments, academic problems, or special academic interests.Special Education Teachers, Middle School0.5%L1L1L225%42 minAccountability, Trust and care, Access to systems
Modify the general education curriculum for students with disabilities, based upon a variety of instructional techniques and instructional technology.Special Education Teachers, Middle School0.5%L2L2L260%2.0 hAccountability, Access to systems
Organize and supervise games or other recreational activities to promote physical, mental, or social development.Special Education Teachers, Preschool0.5%L1L1L220%45 minPhysical presence, Accountability, Trust and care
Teach students personal development skills, such as goal setting, independence, and self-advocacy.Special Education Teachers, Middle School0.5%L1L1L230%48 minPhysical presence, Accountability, Trust and care
Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.Special Education Teachers, Elementary School0.5%L0L0L114%38 minPhysical presence, Accountability, Trust and care
Establish and communicate clear objectives for all lessons, units, and projects to students, parents, or guardians.Special Education Teachers, Preschool0.5%L2L2L260%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.Special Education Teachers, Preschool0.5%L2L2L260%52 minAccountability, Access to systems
Guide and counsel students with adjustments, academic problems, or special academic interests.Special Education Teachers, Secondary School0.5%L1L1L228%38 minTrust 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.Special Education Teachers, Middle School0.5%L2L2L240%2.8 hPhysical presence, Accountability, Trust and care, Access to systems
Organize and display students' work in a manner appropriate for their perceptual skills.Special Education Teachers, Elementary School0.5%L1L1L230%52 minPhysical presence, Trust and care
Modify the general preschool curriculum for students with disabilities.Special Education Teachers, Preschool0.5%L2L2L260%2.0 hAccountability, Access to systems
Develop and implement strategies to meet the needs of students with a variety of handicapping conditions.Special Education Teachers, Secondary School0.5%L1L1L238%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.Special Education Teachers, Preschool0.5%L1L1L225%1.0 hPhysical presence
Confer with other staff members to plan or schedule lessons promoting learning, following approved curricula.Special Education Teachers, Elementary School0.5%L2L2L245%52 minTrust and care, Access to systems
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.Special Education Teachers, Secondary School0.5%L1L1L228%50 minPhysical presence, Accountability, Trust 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.Special Education Teachers, Secondary School0.5%L2L2L240%2.8 hPhysical presence, Accountability, Trust and care, Access to systems
Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.Special Education Teachers, Secondary School0.5%L2L2L245%1.3 hTrust and care, Access to systems
Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.Special Education Teachers, Preschool0.5%L1L1L115%25 minPhysical presence, Accountability, Trust and care, Access to systems
Read books to entire classes or to small groups.Special Education Teachers, Preschool0.5%L0L0L16%18 minPhysical presence, Trust and care, Access to systems
Monitor teachers and teacher assistants to ensure that they adhere to inclusive special education program requirements.Special Education Teachers, Middle School0.5%L1L1L232%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.Special Education Teachers, Secondary School0.5%L2L2L238%1.0 hAccountability, Trust and care, Access to systems
Modify the general education curriculum for students with disabilities, based upon a variety of instructional techniques and technologies.Special Education Teachers, Secondary School0.5%L2L2L258%2.0 hAccountability, Trust and care, Access to systems
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.Special Education Teachers, Middle School0.5%L2L2L250%45 minPhysical presence, Access to systems
Instruct students in daily living skills required for independent maintenance and self-sufficiency, such as hygiene, safety, and food preparation.Special Education Teachers, Middle School0.5%L1L1L118%45 minPhysical presence, Accountability, Trust and care, Access to systems
Serve meals or snacks in accordance with nutritional guidelines.Special Education Teachers, Preschool · supplemental task0.5%L0L0L05%30 minPhysical presence, Accountability, Trust and care
Instruct students in daily living skills required for independent maintenance and self-sufficiency, such as hygiene, safety, or food preparation.Special Education Teachers, Elementary School0.5%L1L1L222%45 minPhysical presence, Accountability, Trust and care, Access to systems
Observe and evaluate students' performance, behavior, social development, and physical health.Special Education Teachers, Middle School0.5%L1L1L228%1.3 hPhysical presence, Accountability, Trust and care, Access to systems
Collaborate with other teachers that provide instruction to special education students to ensure that the students receive appropriate support.Special Education Teachers, Middle School0.5%L1L1L232%50 minAccountability, Trust and care, Access to systems
Review adapted physical education programs or practices to ensure compliance with government or other regulations.Adapted Physical Education Specialists0.5%L2L2L260%3.0 hAccountability, Access to systems
Monitor teachers and teacher assistants to ensure that they adhere to inclusive special education program requirements.Special Education Teachers, Secondary School0.5%L1L1L238%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual educational plans (IEPs) for students' educational, physical, and social development.Special Education Teachers, Secondary School0.5%L1L1L238%2.3 hAccountability, Trust and care, Access to systems
Instruct and monitor students in the use and care of equipment and materials to prevent injuries and damage.Special Education Teachers, Middle School0.5%L1L1L114%45 minPhysical presence, Accountability, Trust and care, Access to systems
Maintain inventory of instructional equipment, materials, or aids.Adapted Physical Education Specialists0.5%L2L2L252%1.3 hPhysical presence, Access to systems
Coordinate placement of students with special needs into mainstream classes.Special Education Teachers, Elementary School0.5%L2L2L240%3.0 hAccountability, Trust and care, Access to systems
Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.Special Education Teachers, Middle School0.5%L1L1L232%1.0 hAccountability, Trust and care, Access to systems
Maintain accurate and complete student records, and prepare reports on children and activities, as required by laws, district policies, and administrative regulations.Special Education Teachers, Middle School0.5%L2L2L258%1.8 hAccountability, Trust and care, Access to systems
Organize and supervise games or other recreational activities to promote physical, mental, or social development.Special Education Teachers, Elementary School0.4%L1L1L120%45 minPhysical presence, Accountability, Trust and care
Arrange indoor or outdoor space to facilitate creative play, motor-skill activities, or safety.Special Education Teachers, Preschool0.4%L1L1L225%1.0 hPhysical presence, Access to systems
Provide assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.Special Education Teachers, Secondary School0.4%L1L1L120%30 minPhysical presence, Accountability, Trust and care, Access to systems
Prepare, administer, and grade tests and assignments to evaluate students' progress.Special Education Teachers, Secondary School0.4%L2L2L258%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Organize and display students' work in a manner appropriate for their perceptual skills.Special Education Teachers, Preschool0.4%L1L1L120%1.0 hPhysical presence, Trust and care
Confer with parents, administrators, testing specialists, social workers, and professionals to develop individual educational plans (IEPs) for students' educational, physical, and social development.Special Education Teachers, Middle School0.4%L2L2L245%3.0 hAccountability, Trust and care, Access to systems
Meet with other professionals to discuss individual students' needs and progress.Special Education Teachers, Secondary School0.4%L1L1L228%52 minAccountability, Trust and care, Access to systems
Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.Special Education Teachers, Secondary School0.4%L2L2L270%4.0 hAccountability, Access to systems
Instruct students in daily living skills required for independent maintenance and self-sufficiency, such as hygiene, safety, and food preparation.Special Education Teachers, Secondary School0.4%L1L1L222%52 minPhysical presence, Accountability, Trust and care, Access to systems
Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.Special Education Teachers, Middle School0.4%L2L2L375%4.0 h–
Develop or write Individualized Education Programs (IEPs) for students.Special Education Teachers, Middle School0.4%L2L2L260%3.5 hAccountability, Trust and care, Access to systems
Provide additional instruction in vocational areas.Special Education Teachers, Secondary School · supplemental task0.4%L1L1L225%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or requirements.Special Education Teachers, Preschool0.4%L2L2L268%2.8 hAccountability
Prepare, administer, and grade tests and assignments to evaluate students' progress.Special Education Teachers, Middle School0.4%L2L2L258%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare for assigned classes, and show written evidence of preparation upon request of immediate supervisors.Special Education Teachers, Middle School0.4%L2L2L262%2.0 hAccess to systems
Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual educational plans (IEPs) for students' educational, physical, or social development.Special Education Teachers, Elementary School0.4%L1L2L128%1.8 hAccountability, Trust and care, Access to systems
Present information in audio-visual or interactive formats, using computers, television, audio-visual aids, or other equipment, materials, or technologies.Special Education Teachers, Preschool0.4%L2L2L250%1.0 hPhysical presence, Trust and care
Coordinate placement of students with special needs into mainstream classes.Special Education Teachers, Middle School0.4%L2L2L240%4.0 hAccountability, Trust and care, Access to systems
Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.Special Education Teachers, Middle School0.4%L2L2L250%52 minTrust and care, Access to systems
Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual education plans (IEPs).Special Education Teachers, Preschool0.4%L1L1L235%2.3 hAccountability, Trust and care, Access to systems
Confer with parents, guardians, teachers, counselors, or administrators to resolve students' behavioral or academic problems.Special Education Teachers, Preschool0.4%L1L1L232%52 minAccountability, Trust and care, Access to systems
Instruct and monitor students in the use and care of equipment and materials to prevent injuries and damage.Special Education Teachers, Secondary School · supplemental task0.4%L1L1L116%52 minPhysical presence, Accountability, Trust and care
Provide assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.Special Education Teachers, Middle School · supplemental task0.4%L1L1L122%38 minPhysical presence, Accountability, Trust and care, Access to systems
Meet with parents or guardians to discuss their children's progress, advise them on using community resources, or teach skills for dealing with students' impairments.Special Education Teachers, Elementary School0.4%L1L1L230%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare for assigned classes, and show written evidence of preparation upon request of immediate supervisors.Special Education Teachers, Secondary School0.4%L2L2L262%2.3 hAccess to systems
Collaborate with other teachers and administrators in the development, evaluation, and revision of secondary school programs.Special Education Teachers, Secondary School0.4%L1L1L235%3.0 hTrust and care, Access to systems
Prepare assignments for teacher assistants or volunteers.Special Education Teachers, Preschool0.3%L2L2L262%52 minAccess to systems
Organize and label materials and display students' work.Special Education Teachers, Middle School0.3%L1L1L225%1.0 hPhysical presence, Access to systems
Attend in-service training, workshops, or meetings to keep abreast of current practices or trends in adapted physical education.Adapted Physical Education Specialists0.3%L1L1L235%3.0 hPhysical presence, Accountability, Access to systems
Provide additional instruction in vocational areas.Special Education Teachers, Middle School0.3%L1L1L122%45 minPhysical presence, Accountability, Trust and care, Access to systems
Control the inventory or distribution of classroom equipment, materials, or supplies.Special Education Teachers, Preschool0.3%L2L2L242%52 minPhysical presence, Access to systems
Coordinate placement of students with special needs into mainstream classes.Special Education Teachers, Secondary School0.3%L2L2L240%3.0 hAccountability, Trust and care, Access to systems
Attend professional meetings, educational conferences, or teacher training workshops to maintain or improve professional competence.Special Education Teachers, Elementary School0.3%L1L1L228%4.5 hPhysical presence, Accountability, Trust and care, Access to systems
Supervise, evaluate, and plan assignments for teacher assistants and volunteers.Special Education Teachers, Middle School · supplemental task0.3%L1L1L238%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Collaborate with other teachers or administrators to develop, evaluate, or revise elementary school programs.Special Education Teachers, Elementary School0.3%L1L1L235%1.8 hTrust and care, Access to systems
Organize and supervise games and other recreational activities to promote physical, mental, and social development.Special Education Teachers, Middle School · supplemental task0.3%L1L1L225%1.0 hPhysical presence, Accountability, Trust and care
Interpret the results of standardized tests to determine students' strengths and areas of need.Special Education Teachers, Elementary School0.3%L2L2L260%1.0 hAccountability, Access to systems
Administer tests to help determine children's developmental levels, needs, or potential.Special Education Teachers, Preschool0.3%L1L1L120%1.3 hPhysical 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.Special Education Teachers, Middle School0.3%L0L0L112%52 minPhysical presence, Accountability, Trust and care, Access to systems
Meet with parents and guardians to discuss their children's progress and to determine priorities for their children and their resource needs.Special Education Teachers, Middle School0.3%L1L1L232%1.0 hAccountability, Trust and care, Access to systems
Request or order physical education equipment, following standard procedures.Adapted Physical Education Specialists0.3%L2L2L372%1.3 hAccess to systems
Collaborate with other teachers or administrators to develop, evaluate, or revise preschool programs.Special Education Teachers, Preschool0.3%L1L1L235%1.8 hTrust and care, Access to systems
Prepare reports on students and activities as required by administration.Special Education Teachers, Preschool0.3%L2L2L265%1.1 hAccountability, Access to systems
Perform administrative duties, such as school library assistance, hall and cafeteria monitoring, and bus loading and unloading.Special Education Teachers, Secondary School · supplemental task0.3%L0L0L19%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Meet with parents or guardians to discuss their children's progress, advise them on using community resources, or teach skills for dealing with students' impairments.Special Education Teachers, Preschool0.3%L1L1L228%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Plan and supervise experiential learning activities, such as class projects, field trips, or demonstrations.Special Education Teachers, Preschool0.3%L1L1L230%3.0 hPhysical presence, Accountability, Trust and care
Attend staff meetings and serve on committees, as required.Special Education Teachers, Middle School0.3%L1L1L120%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Administer standardized ability and achievement tests, and interpret results to determine students' strengths and needs.Special Education Teachers, Middle School0.3%L1L1L235%2.8 hPhysical presence, Accountability, Trust and care, Access to systems
Meet with parents and guardians to discuss their children's progress and to determine priorities for their children and their resource needs.Special Education Teachers, Secondary School0.3%L1L1L232%1.0 hAccountability, Trust and care, Access to systems
Meet with parents and guardians to provide guidance in using community resources and to teach skills for dealing with students' impairments.Special Education Teachers, Middle School0.3%L1L1L230%1.3 hTrust and care, Access to systems
Administer standardized ability and achievement tests, and interpret results to determine students' strengths and needs.Special Education Teachers, Secondary School0.3%L2L2L240%3.5 hPhysical presence, Accountability, Trust and care, Access to systems
Coordinate placement of students with special needs into mainstream classes.Special Education Teachers, Preschool · supplemental task0.3%L2L2L238%5.3 hAccountability, Trust and care, Access to systems
Develop individual educational plans (IEPs) designed to promote students' educational, physical, or social development.Special Education Teachers, Preschool0.3%L2L2L258%6.5 hPhysical presence, Accountability, Trust and care, Access to systems
Administer standardized ability and achievement tests to elementary students with special needs.Special Education Teachers, Elementary School0.3%L1L1L115%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Attend staff meetings and serve on committees, as required.Special Education Teachers, Secondary School0.3%L1L1L228%1.0 hAccountability, Trust and care, Access to systems
Provide interpretation and transcription of regular classroom materials through Braille and sign language.Special Education Teachers, Secondary School · supplemental task0.3%L2L2L248%1.0 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.Special Education Teachers, Middle School0.3%L1L1L235%7.0 hPhysical presence, Accountability, Trust and care, Access to systems
Attend professional meetings, educational conferences, or teacher training workshops to maintain or improve professional competence.Special Education Teachers, Preschool0.3%L1L1L228%4.5 hPhysical presence, Accountability, Access to systems
Meet with parents and guardians to provide guidance in using community resources and to teach skills for dealing with students' impairments.Special Education Teachers, Secondary School0.2%L1L1L230%1.0 hTrust and care, Access to systems
Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.Special Education Teachers, Secondary School0.2%L1L1L228%5.0 hPhysical presence, Trust and care, Access to systems
Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.Special Education Teachers, Middle School0.2%L1L1L230%6.0 hPhysical presence, Access to systems
Sponsor extracurricular activities, such as clubs, student organizations, and academic contests.Special Education Teachers, Secondary School · supplemental task0.2%L1L1L230%1.5 hPhysical presence, Accountability, Trust and care, Access to systems
Plan or supervise experiential learning activities, such as class projects, field trips, demonstrations, or visits by guest speakers.Special Education Teachers, Elementary School0.2%L2L2L242%3.3 hPhysical presence, Accountability, Trust and care, Access to systems
Visit schools to tutor students with sensory impairments and to consult with teachers regarding students' special needs.Special Education Teachers, Middle School · supplemental task0.2%L1L1L220%2.5 hPhysical presence, Accountability, Trust and care, Access to systems
Select, store, order, issue, and inventory classroom equipment, materials, and supplies.Special Education Teachers, Middle School · supplemental task0.2%L2L2L242%1.3 hPhysical presence, 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.Special Education Teachers, Secondary School0.2%L2L2L238%6.0 hPhysical presence, Accountability, Trust and care, Access to systems
Select, store, order, issue, and inventory classroom equipment, materials, and supplies.Special Education Teachers, Secondary School · supplemental task0.2%L1L1L238%1.5 hPhysical presence, Trust and care, Access to systems
Visit schools to tutor students with sensory impairments and to consult with teachers regarding students' special needs.Special Education Teachers, Secondary School · supplemental task0.2%L1L1L120%1.5 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

MeasureValuePercentile
ADI (this index)33.2%45
Eloundou et al. (2024), GPT exposure β0.2846
Felten et al. (2021), AI occupational exposure0.39662
Webb (2020), AI patent exposure5446
Eisfeldt et al. (2026), generative AI exposure0.18854
Anthropic Economic Index, observed use0.0665

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: special needs teachers (33.2%).

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: Special needs teachers (ISCO-08 2352), https://balamlabs.org/adi/occupations/2352

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: Special needs teachers (ISCO-08 2352)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2352.json.