Farm and Home Management Educators
Educational Instruction and Library Occupations- O*NET-SOC code
- 25-9021.00
Instruct and advise individuals and families engaged in agriculture, agricultural-related processes, or home management activities. Demonstrate procedures and apply research findings to advance agricultural and home management activities. May develop educational outreach programs. May instruct on either agricultural issues such as agricultural processes and techniques, pest management, and food safety, or on home management issues such as budgeting, nutrition, and child development.
- Data source: BLSPublished: 2026-08
High· 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
0.29
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
Exposed tasks only15 rated tasks · 10 tasks with β ≥ 0.5 (66.7%)
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
Tasks of O*NET-SOC 2010 occupation 25-9021.00 Farm and Home Management Advisors, linked to this occupation by the O*NET-SOC 2010 to 2019 crosswalk
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Maintain records of services provided and the effects of advice given.25-9021.00 | 0.016031.8 |
Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.25-9021.00 | 0.010620.9 |
Research information requested by farmers.25-9021.00 | 0.007915.8 |
Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies, supervising properties, and collecting soil and herbage samples for testing.25-9021.00 | 0.005510.9 |
Collaborate with producers to diagnose and prevent management and production problems.25-9021.00 | 0.00305.9 |
Act as an advocate for farmers or farmers' groups.25-9021.00 | 0.00305.9 |
Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes.25-9021.00 | 0.00254.9 |
Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques.25-9021.00 | 0.00203.9 |
| Not observed on any surface — 7 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Collect and evaluate data to determine community program needs. | —0 |
Schedule and make regular visits to farmers. | —0 |
Organize, advise, and participate in community activities and organizations such as county and state fair events and 4-H Clubs. | —0 |
Collaborate with social service and health care professionals to advise individuals and families on home management practices such as budget planning, meal preparation, and time management. | —0 |
Conduct field demonstrations of new products, techniques, or services. | —0 |
Conduct agricultural research, analyze data, and prepare research reports. | —0 |
Set and monitor production targets. | —0 |
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 records of services provided and the effects of advice given.O*NET Task ID 10980 | 1.0 |
Collaborate with producers to diagnose and prevent management and production problems.O*NET Task ID 10974 | 0.5 |
Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques.O*NET Task ID 10975 | 0.5 |
Research information requested by farmers.O*NET Task ID 10977 | 0.5 |
Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes.O*NET Task ID 10978 | 0.5 |
Collect and evaluate data to determine community program needs.O*NET Task ID 10979 | 0.5 |
Collaborate with social service and health care professionals to advise individuals and families on home management practices, such as budget planning, meal preparation, and time management.O*NET Task ID 10983 | 0.5 |
Conduct agricultural research, analyze data, and prepare research reports.O*NET Task ID 10985 | 0.5 |
Act as an advocate for farmers or farmers' groups.O*NET Task ID 10986 | 0.5 |
Set and monitor production targets.O*NET Task ID 10988 | 0.5 |
Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning.O*NET Task ID 10976 | 0.0 |
Schedule and make regular visits to farmers.O*NET Task ID 10981 | 0.0 |
Organize, advise, and participate in community activities and organizations, such as county and state fair events and 4-H Clubs.O*NET Task ID 10982 | 0.0 |
Conduct field demonstrations of new products, techniques, or services.O*NET Task ID 10984 | 0.0 |
Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies, supervising properties, and collecting soil and herbage samples for testing.O*NET Task ID 10987 | 0.0 |
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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
All O*NET 31.0 task statements (15)
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 |
|---|---|
| Collaborate with producers to diagnose and prevent management and production problems. | Core |
| Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques. | Core |
| Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning. | Core |
| Research information requested by farmers. | Core |
| Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes. | Core |
| Collect and evaluate data to determine community program needs. | Core |
| Maintain records of services provided and the effects of advice given. | Core |
| Schedule and make regular visits to farmers. | Core |
| Organize, advise, and participate in community activities and organizations, such as county and state fair events and 4-H Clubs. | Core |
| Conduct field demonstrations of new products, techniques, or services. | Core |
| Conduct agricultural research, analyze data, and prepare research reports. | Core |
| Act as an advocate for farmers or farmers' groups. | Core |
| Collaborate with social service and health care professionals to advise individuals and families on home management practices, such as budget planning, meal preparation, and time management. | Supplemental |
| Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies, supervising properties, and collecting soil and herbage samples for testing. | Supplemental |
| Set and monitor production targets. | Supplemental |
0.08/ 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 |
|---|---|
| Advise farmers and demonstrate techniques in areas such as feeding and health maintenance of livestock, growing and harvesting practices, and financial planning. | E0 none |
| Schedule and make regular visits to farmers. | E0 none |
| Conduct field demonstrations of new products, techniques, or services. | E0 none |
| Provide direct assistance to farmers by performing activities such as purchasing or selling products and supplies, supervising properties, and collecting soil and herbage samples for testing. | E3 unstructured settings |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 10K
- Projected employment, 2035
- 9K
- Change (2025–35)
- -3.2%
- Median annual wage, 2025
- $60,220
- Typical education needed for entry
- Master'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 |
|---|---|---|---|
| 26499 | 그 외 문리‧기술 및 예능 강사 | Related, not a match | 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 2132Farming, Forestry and Fisheries Advisers
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Farming, forestry and fisheries advisers study and provide assistance and advice on farm, forestry and fisheries management, including cultivation, fertilization, harvesting, soil erosion and composition, disease prevention, nutrition, crop rotation and marketing. They develop techniques for increasing productivity, and study and develop plans and policies for land and fisheries management.
Tasks
- (a) collecting and analysing data and samples related to produce, feed, soil, water quality and other factors affecting farm, forest or fishery production;
- (b) advising on techniques for improving the production of crops, livestock and fish, and alternative production options;
- (c) advising on livestock and crop disease, control of pests and weeds, soil improvement, animal husbandry and feeding programmes;
- (d) studying the environmental factors affecting commercial crop production, pasture growth, animal breeding, fish stocks and the growth and health of forest trees;
- (e) studying the effects of cultivation techniques, soils, insects, diseases and fisheries practices on animal, crop, forestry and fisheries yield;
- (f) studying fish migration, growth, feeding and spawning and devising methods of collecting, fertilizing, incubating and hatching fish eggs;
- (g) researching into characteristics, use capability and productivity of soils and applying findings to development of improved agricultural, horticultural and forestry practices;
- (h) developing procedures and techniques for solving agricultural problems and improving the efficiency of production;
- (i) managing forest and fisheries resources to maximize their long-term commercial, recreational and environmental benefits;
- (j) studying the propagation and culture of forest trees, methods for improving the growth of stock, and the effects of thinning on forest yields;
- (k) investigating, planning and implementing management procedures to cope with the effects of fires, floods, droughts, soil erosion, pests and diseases;
- (l) preparing scientific reports and conducting advisory information sessions and lectures for farming, forestry and fishing communities and other groups.
Example occupations
Agronomist · Fisheries adviser · Forestry adviser · Forestry scientist · Horticultural scientist · Silviculturist · Soil scientist
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
ISCO-08 2132
- fisheries adviserESCO 2132.4
Fisheries advisers provide consultancy on fish stocks and their habitats. They manage the costal fishing business modernisation and provide improvement solutions. Fisheries advisers develop plans and policies for fisheries management. They may provide advice on protected farms and wild fish stock.
- aquaculture recirculation managerESCO 2132.3
Aquaculture recirculation managers control the production of aquatic organisms in land-based recirculation systems, manage water re-use processes and supervise complex circulation, aeration and biofilter systems.
- agricultural scientistESCO 2132.1
Agricultural scientists research and study soil, animals and plants with the objective of improving agricultural processes, the quality of agricultural products or the impact of agricultural processes on the environment. They plan and implement projects such as development projects on behalf of clients or institutions.
- agronomistESCO 2132.2
Agronomists provide consulting services to companies, agricultural cooperatives, agronomical crop growers and horticultural crop growers on the cultivation of food crops. They study the science, technology and business related to growing plants. They examine crops and perform experiments in order to improve crop yields and farms' production. Agronomists also examine the most effective ways to harvest and cultivate plants.
- livestock advisorESCO 2132.6
Livestock advisors provide complex specialist advice to farmers and livestock breeders to ensure that their business and production is optimised.
- forestry adviserESCO 2132.5
Forestry advisers provide services and advice on economic and environmental issues in compliance with laws and regulations.
ESCO occupations that ESCO classifies under the ISCO-08 unit groups linked above; they are not matched to this occupation one by one.
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 |
|---|---|---|
| A1304 | Conseiller / Conseillère technique agricole | Overlapping, not the sameprovisional |
| I1328 | Conseiller / Conseillère en hydraulique agricole | Related, not a match |
| K1225 | Conseiller / Conseillère en économie sociale et familiale (CESF) | 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 |
|---|---|---|
| 2422 | Ingenieros agrónomos | Related, not a match |
| 2824 | Profesionales del trabajo y la educación social | Related, not a match |
| 3142 | Técnicos agropecuarios | 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 |
|---|---|---|
| 11103 | Berufe in der Landwirtschaft (ohne Spezialisierung) - komplexe Spezialistentätigkeiten | Overlapping, not the same |
| 11124 | Landwirtschaftliche Sachverständige - hoch komplexe Tätigkeiten | Related, not a match |
| 83223 | Berufe in der Verbraucherberatung - komplexe Spezialistentätigkeiten | Related, not a match |
| 11213 | Berufe in der Nutztierhaltung (außer Geflügelhaltung) - komplexe Spezialistentätigkeiten | Related, not a matchprovisional |
| 11223 | Berufe in der Geflügelhaltung - komplexe Spezialistentätigkeiten | Related, not a matchprovisional |
| 11233 | Berufe in der Imkerei - komplexe Spezialistentätigkeiten | Related, not a matchprovisional |
| 11424 | Berufe in der Fischerei - hoch komplexe Tätigkeiten | Related, not a matchprovisional |
| 11604 | Berufe im Weinbau - hoch komplexe Tätigkeiten | Related, not a matchprovisional |
| 12103 | Berufe im Gartenbau (ohne Spezialisierung) - komplexe Spezialistentätigkeiten | Related, not a matchprovisional |
| 12113 | Berufe im Obst- und Gemüsebau - komplexe Spezialistentätigkeiten | 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 |
|---|---|---|
| 061 | 農林水産技術者 | Related, not a matchprovisional |
| 249 | 他に分類されない専門的職業従事者 | Related, not a matchprovisional |
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