Preschool Teachers, Except Special Education
Educational Instruction and Library Occupations- O*NET-SOC code
- 25-2011.00
Instruct preschool-aged students, following curricula or lesson plans, in activities designed to promote social, physical, and intellectual growth.
- Data source: BLSPublished: 2026-08
Moderate· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.000
0.000Range of values carried here0.745Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- Data source: ILOPublished: 2025
0.21
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Show 21 hidden tasks34 rated tasks · 13 tasks with β ≥ 0.5 (38.2%)
β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.
- Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
- All rated tasks are in the O*NET 31.0 task list.
- Source
- OpenAI "GPTs are GPTs" exposure rubric
- Release
- gh-main-0471612
- License
- MIT License, Copyright (c) 2024 OpenAI
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.O*NET Task ID 6482 | 1.0 |
Prepare reports on students and activities as required by administration.O*NET Task ID 6483 | 1.0 |
Identify children showing signs of emotional, developmental, or health-related problems and discuss them with supervisors, parents or guardians, and child development specialists.O*NET Task ID 6471 | 0.5 |
Adapt teaching methods and instructional materials to meet students' varying needs and interests.O*NET Task ID 6478 | 0.5 |
Establish clear objectives for all lessons, units, and projects and communicate those objectives to children.O*NET Task ID 6479 | 0.5 |
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.O*NET Task ID 6484 | 0.5 |
Organize and label materials and display students' work in a manner appropriate for their ages and perceptual skills.O*NET Task ID 6485 | 0.5 |
Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.O*NET Task ID 6486 | 0.5 |
Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.O*NET Task ID 6487 | 0.5 |
Collaborate with other teachers and administrators in the development, evaluation, and revision of preschool programs.O*NET Task ID 6489 | 0.5 |
Select, store, order, issue, and inventory classroom equipment, materials, and supplies.O*NET Task ID 6493 | 0.5 |
Administer tests to help determine children's developmental levels, needs, and potential.O*NET Task ID 6496 | 0.5 |
Prepare and implement remedial programs for students requiring extra help.O*NET Task ID 6497 | 0.5 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Eloundou et al. (2023): see full notices on the Credits page
All O*NET 31.0 task statements (34)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
| Task (O*NET 31.0) | Type |
|---|---|
| Provide a variety of materials and resources for children to explore, manipulate, and use, both in learning activities and in imaginative play. | Core |
| Attend to children's basic needs by feeding them, dressing them, and changing their diapers. | Core |
| Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, and social skills. | Core |
| Establish and enforce rules for behavior and procedures for maintaining order. | Core |
| Read books to entire classes or to small groups. | Core |
| Organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, storytelling, and field trips. | Core |
| Observe and evaluate children's performance, behavior, social development, and physical health. | Core |
| Identify children showing signs of emotional, developmental, or health-related problems and discuss them with supervisors, parents or guardians, and child development specialists. | Core |
| Meet with parents and guardians to discuss their children's progress and needs, determine their priorities for their children, and suggest ways that they can promote learning and development. | Core |
| Enforce all administration policies and rules governing students. | Core |
| Prepare materials and classrooms for class activities. | Core |
| Teach proper eating habits and personal hygiene. | Core |
| Serve meals and snacks in accordance with nutritional guidelines. | Core |
| Assimilate arriving children to the school environment by greeting them, helping them remove outerwear, and selecting activities of interest to them. | Core |
| Adapt teaching methods and instructional materials to meet students' varying needs and interests. | Core |
| Establish clear objectives for all lessons, units, and projects and communicate those objectives to children. | Core |
| Demonstrate activities to children. | Core |
| Arrange indoor and outdoor space to facilitate creative play, motor-skill activities, and safety. | Core |
| Maintain accurate and complete student records as required by laws, district policies, and administrative regulations. | Core |
| Prepare reports on students and activities as required by administration. | Core |
| Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate. | Core |
| Organize and label materials and display students' work in a manner appropriate for their ages and perceptual skills. | Core |
| Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence. | Core |
| Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula. | Core |
| Supervise, evaluate, and plan assignments for teacher assistants and volunteers. | Core |
| Collaborate with other teachers and administrators in the development, evaluation, and revision of preschool programs. | Core |
| Attend staff meetings and serve on committees as required. | Core |
| Meet with other professionals to discuss individual students' needs and progress. | Core |
| Plan and supervise class projects, field trips, visits by guests, or other experiential activities and guide students in learning from those activities. | Core |
| Select, store, order, issue, and inventory classroom equipment, materials, and supplies. | Core |
| Administer tests to help determine children's developmental levels, needs, and potential. | Core |
| Prepare and implement remedial programs for students requiring extra help. | Core |
| Provide students with disabilities with assistive devices, supportive technology, and assistance accessing facilities, such as restrooms. | Supplemental |
| Perform administrative duties, such as hall and cafeteria monitoring and bus loading and unloading. | Supplemental |
0.18/ 3· Robot exposure index
Scale, basis and source
Each physical task is graded 0–3 by the setting in which robots that have been deployed, sold or demonstrated could do it (0 none · 1 purpose-built robot settings such as a fenced machine cell or a bottling line · 2 structured facilities such as a hospital pharmacy or a container port · 3 unstructured settings such as a private home or a construction site), and the grades are averaged by share of working time
Physical tasks among this occupation's O*NET 29.3 tasks
Anthropic estimated the grades and time shares with Claude Opus 5 using web search, as of 2026.
The robot exposure index is a different measure from the AI exposure figures on this site and cannot be added to or compared with them. It does not measure actual adoption or cost, and 0 also covers occupations with no physical tasks.
Tier of each physical task
Robot environment tiers (E0–E3)
E0 noneDetails
Rated not doable by robots that have been deployed, sold or demonstrated, even in a purpose-built setting
E1 purpose-built robot settingsDetails
Rated doable in a setting built around the machine, such as a fenced machine cell or a bottling line
E2 structured facilitiesDetails
Rated doable in a human work facility that an institution keeps to a working standard, such as a hospital pharmacy or a container port
E3 unstructured settingsDetails
Rated doable in a setting that no institution keeps to a working standard, such as a private home or a construction site
Only tasks classified as physical are listed; other tasks have no tier in the source.
| Task (O*NET 29.3) | Robot environment tier |
|---|---|
| Provide a variety of materials and resources for children to explore, manipulate, and use, both in learning activities and in imaginative play. | E1 purpose-built robot settings |
| Attend to children's basic needs by feeding them, dressing them, and changing their diapers. | E0 none |
| Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, and social skills. | E0 none |
| Organize and lead activities designed to promote physical, mental, and social development, such as games, arts and crafts, music, storytelling, and field trips. | E0 none |
| Prepare materials and classrooms for class activities. | E1 purpose-built robot settings |
| Teach proper eating habits and personal hygiene. | E0 none |
| Serve meals and snacks in accordance with nutritional guidelines. | E0 none |
| Assimilate arriving children to the school environment by greeting them, helping them remove outerwear, and selecting activities of interest to them. | E0 none |
| Demonstrate activities to children. | E1 purpose-built robot settings |
| Arrange indoor and outdoor space to facilitate creative play, motor-skill activities, and safety. | E1 purpose-built robot settings |
| Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate. | E0 none |
| Organize and label materials and display students' work in a manner appropriate for their ages and perceptual skills. | E1 purpose-built robot settings |
| Plan and supervise class projects, field trips, visits by guests, or other experiential activities and guide students in learning from those activities. | E0 none |
| Select, store, order, issue, and inventory classroom equipment, materials, and supplies. | E1 purpose-built robot settings |
| Provide students with disabilities with assistive devices, supportive technology, and assistance accessing facilities, such as restrooms. | E0 none |
| Perform administrative duties, such as hall and cafeteria monitoring and bus loading and unloading. | E0 none |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 583K
- Projected employment, 2035
- 609K
- Change (2025–35)
- +4.5%
- Median annual wage, 2025
- $38,140
- Typical education needed for entry
- Associate's degree
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 25100 | 보육교사 | This occupation is broader | confirmed |
| 26300 | 유치원 교사 | This occupation is broader | confirmed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 2342Early Childhood Educators
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Early childhood educators promote the social, physical, and intellectual development of children below primary school age through the provision of educational and play activities
Tasks
- (a) planning and organizing individual and group activities designed to facilitate the development of children's motor skills, cooperative and social skills, confidence and understanding;
- (b) promoting language development through story-telling, role-play, songs, rhymes and informal conversations and discussions;
- (c) leading children in activities that provide opportunities for creative expression through the media of art, dramatic play, music and physical fitness;
- (d) observing children in order to evaluate progress and to detect signs of developmental, emotional or health related problems;
- (e) observing and assessing nutritional health, welfare and safety needs of students and identifying factors which may impede students' progress;
- (f) supervising children's activities to ensure safety and resolve conflicts;
- (g) guiding and assisting children in the development of proper eating, dressing and toilet habits;
- (h) discussing progress or problems of children with parents and other staff members and identifying appropriate actions and referrals to other services;
- (i) establishing and maintaining collaborative relationships with other service providers working with young children.
Example occupations
Early childhood educator · Pre-school teacher
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.
- early years teacherESCO 2342.1This occupation is narrower
Early years teachers instruct students, primarily young children, in basic subjects and creative play with the aim of developing their social and intellectual skills in an informal way in preparation for future formal learning. They create lesson plans, possibly in accordance with a fixed curriculum, for an entire class or smaller groups and test the students on the content. These lesson plans, based on basic subjects, can include the instruction of number, letter, and colour recognition, days of the week, categorisation of animals and transport vehicles etc. Early years teachers also supervise students outside the classroom on school grounds and enforce rules of behaviour there as well.
- early years teaching assistantESCO 5312.1This occupation is broader
Early years teaching assistants support the early years teacher in an early years or nursery school. They assist in class instruction, in classroom supervision in absence of the head teacher, and in organising, developing and putting into practice of the daily schedule. Early years teaching assistants monitor and help students in group as well as individually, and tend to focus on the students in need of extra care and attention the early years teacher cannot provide.
- Freinet school teacherESCO 2342.2This occupation is broader
Freinet school teachers educate students using approaches that reflect the Freinet philosophy and principles. They focus on enquiry-based, democracy-implementing and cooperative learning methods. They adhere to a specific curriculum that incorporates these learning methods through which students use trial and error practices in order to develop their own interests in a democratic, self-government context. Freinet school teachers also encourage students to practically create products and provide services in and outside of class, usually handcrafted or personally initiated, implementing the 'pedagogy of work' theory. They manage and evaluate all the students separately according to the Freinet school philosophy.
- Montessori school teacherESCO 2342.3This occupation is broader
Montessori school teachers educate students using approaches that reflect the Montessori philosophy and principles. They focus on constructivist and "learning through discovery" teaching models, through which they encourage students to learn from first-hand experience rather than through direct instruction and thus provide the students with a relatively high level of freedom. They adhere to a specific curriculum that respects the students' natural, physical, social and psychological development. Montessori school teachers also teach classes with students differing up to three years in age in rather large groups, manage, and evaluate all the students separately according to the Montessori school philosophy.
- Steiner school teacherESCO 2341.1.1This occupation is broader
Steiner school teachers educate students using approaches that reflect the (Waldorf) Steiner philosophy and principles. They focus on practical, hands-on activities in the curriculum and instruct their classes in a manner that emphasises the development of the students' social, creative and artistic capacities. Steiner school teachers instruct students in similar subjects to the ones in standardised education, although using a different approach, and with the exception of a higher amount of classes focused on creative and artistic practice and theory. They use teaching techniques that support the (Waldorf) Steiner school philosophy, evaluate students' learning progress and communicate with other school staff.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
France classification links (ROME)
AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.
| ROME code | ROME title (French) | Relation |
|---|---|---|
| K1202 | Educateur / Educatrice de jeunes enfants | Overlapping, not the sameprovisional |
| K1307 | Animateur / Animatrice petite enfance | Related, not a matchprovisional |
| K2106 | Professeur / Professeure des écoles | Related, not a matchprovisional |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
Spain classification links (CNO-11)
AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.
| CNO-11 code | CNO-11 title (Spanish) | Relation |
|---|---|---|
| 2251 | Maestros de educación infantil | This occupation is broader |
| 2252 | Técnicos en educación infantil | This occupation is broader |
| 5721 | Cuidadores de niños en guarderías y centros educativos | Related, not a match |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
Germany classification links (KldB)
AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.
| KldB code | KldB title (German) | Relation |
|---|---|---|
| 83113 | Berufe in der Kinderbetreuung und -erziehung - komplexe Spezialistentätigkeiten | This occupation is narrowerprovisional |
| 83112 | Berufe in der Kinderbetreuung und -erziehung - fachlich ausgerichtete Tätigkeiten | Related, not a matchprovisional |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
Japan classification links (JSCO)
AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.
| JSCO code | JSCO title (Japanese) | Relation |
|---|---|---|
| 191 | 幼稚園教員 | This occupation is broaderprovisional |
| 163 | 保育士 | Overlapping, not the sameprovisional |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources