Agricultural Technicians
Life, Physical, and Social Science Occupations- O*NET-SOC code
- 19-4012.00
Work with agricultural scientists in plant, fiber, and animal research, or assist with animal breeding and nutrition. Set up or maintain laboratory equipment and collect samples from crops or animals. Prepare specimens or record data to assist scientists in biology or related life science experiments. Conduct tests and experiments to improve yield and quality of crops or to increase the resistance of plants and animals to disease or insects.
- 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
0.006
0.000Range of values carried here0.745Group-level value
Scale, 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
0.26
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 only26 rated tasks · 11 tasks with β ≥ 0.5 (42.3%)
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 19-4011.01 Agricultural Technicians, linked to this occupation by the O*NET-SOC 2010 to 2019 crosswalk
| Task (O*NET 20.1) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Respond to general inquiries or requests from the public.19-4011.01 | 0.061994.8 | 0.0235100.0 |
Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application.19-4011.01 | 0.00182.7 | —0 |
Examine animals or crop specimens to determine the presence of diseases or other problems.19-4011.01 | 0.00172.5 | —0 |
| Not observed on any surface — 23 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. | ||
Record data pertaining to experimentation, research, or animal care. | —0 | —0 |
Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results. | —0 | —0 |
Supervise or train agricultural technicians or farm laborers. | —0 | —0 |
Measure or weigh ingredients used in laboratory testing. | —0 | —0 |
Set up laboratory or field equipment as required for site testing. | —0 | —0 |
Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively. | —0 | —0 |
Collect animal or crop samples. | —0 | —0 |
Conduct insect or plant disease surveys. | —0 | —0 |
Perform general nursery duties, such as propagating standard varieties of plant materials, collecting and germinating seeds, maintaining cuttings of plants, or controlling environmental conditions. | —0 | —0 |
Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks. | —0 | —0 |
Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops. | —0 | —0 |
Devise cultural methods or environmental controls for plants for which guidelines are sketchy or nonexistent. | —0 | —0 |
Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness. | —0 | —0 |
Transplant trees, vegetables, or horticultural plants. | —0 | —0 |
Prepare or present agricultural demonstrations. | —0 | —0 |
Assess comparative soil erosion from various planting or tillage systems, such as conservation tillage with mulch or ridge till systems, no-till systems, or conventional tillage systems with or without moldboard plows. | —0 | —0 |
Conduct studies of nitrogen or alternative fertilizer application methods, quantities, or timing to ensure satisfaction of crop needs and minimization of leaching, runoff, or denitrification. | —0 | —0 |
Record environmental data from field samples of soil, air, water, or pests to monitor the effectiveness of integrated pest management (IPM) practices. | —0 | —0 |
Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring. | —0 | —0 |
Perform laboratory or field testing, using spectrometers, nitrogen determination apparatus, air samplers, centrifuges, or potential hydrogen (pH) meters to perform tests. | —0 | —0 |
Perform tests on seeds to evaluate seed viability. | —0 | —0 |
Prepare culture media, following standard procedures. | —0 | —0 |
Determine the germination rates of seeds planted in specified areas. | —0 | —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 |
|---|---|
Record data pertaining to experimentation, research, or animal care.O*NET Task ID 5528 | 1.0 |
Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results.O*NET Task ID 5530 | 1.0 |
Devise cultural methods or environmental controls for plants for which guidelines are sketchy or nonexistent.O*NET Task ID 5543 | 1.0 |
Respond to general inquiries or requests from the public.O*NET Task ID 20532 | 1.0 |
Conduct insect or plant disease surveys.O*NET Task ID 5538 | 0.5 |
Assess comparative soil erosion from various planting or tillage systems, such as conservation tillage with mulch or ridge till systems, no-till systems, or conventional tillage systems with or without moldboard plows.O*NET Task ID 19780 | 0.5 |
Conduct studies of nitrogen or alternative fertilizer application methods, quantities, or timing to ensure satisfaction of crop needs and minimization of leaching, runoff, or denitrification.O*NET Task ID 19781 | 0.5 |
Record environmental data from field samples of soil, air, water, or pests to monitor the effectiveness of integrated pest management (IPM) practices.O*NET Task ID 19782 | 0.5 |
Examine animals or crop specimens to determine the presence of diseases or other problems.O*NET Task ID 20529 | 0.5 |
Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application.O*NET Task ID 20531 | 0.5 |
Determine the germination rates of seeds planted in specified areas.O*NET Task ID 20537 | 0.5 |
Perform general nursery duties, such as propagating standard varieties of plant materials, collecting and germinating seeds, maintaining cuttings of plants, or controlling environmental conditions.O*NET Task ID 5540 | 0.0 |
Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks.O*NET Task ID 5541 | 0.0 |
Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops.O*NET Task ID 5542 | 0.0 |
Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness.O*NET Task ID 5544 | 0.0 |
Transplant trees, vegetables, or horticultural plants.O*NET Task ID 5547 | 0.0 |
Supervise or train agricultural technicians or farm laborers.O*NET Task ID 5548 | 0.0 |
Prepare or present agricultural demonstrations.O*NET Task ID 5549 | 0.0 |
Measure or weigh ingredients used in laboratory testing.O*NET Task ID 20526 | 0.0 |
Set up laboratory or field equipment as required for site testing.O*NET Task ID 20527 | 0.0 |
Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively.O*NET Task ID 20528 | 0.0 |
Collect animal or crop samples.O*NET Task ID 20530 | 0.0 |
Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring.O*NET Task ID 20533 | 0.0 |
Perform laboratory or field testing, using spectrometers, nitrogen determination apparatus, air samplers, centrifuges, or potential hydrogen (pH) meters to perform tests.O*NET Task ID 20534 | 0.0 |
Perform tests on seeds to evaluate seed viability.O*NET Task ID 20535 | 0.0 |
Prepare culture media, following standard procedures.O*NET Task ID 20536 | 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 (26)
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 |
|---|---|
| Record data pertaining to experimentation, research, or animal care. | Core |
| Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks. | Core |
| Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops. | Core |
| Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness. | Core |
| Supervise or train agricultural technicians or farm laborers. | Core |
| Set up laboratory or field equipment as required for site testing. | Core |
| Examine animals or crop specimens to determine the presence of diseases or other problems. | Core |
| Collect animal or crop samples. | Core |
| Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring. | Core |
| Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results. | Supplemental |
| Conduct insect or plant disease surveys. | Supplemental |
| Perform general nursery duties, such as propagating standard varieties of plant materials, collecting and germinating seeds, maintaining cuttings of plants, or controlling environmental conditions. | Supplemental |
| Devise cultural methods or environmental controls for plants for which guidelines are sketchy or nonexistent. | Supplemental |
| Transplant trees, vegetables, or horticultural plants. | Supplemental |
| Prepare or present agricultural demonstrations. | Supplemental |
| Assess comparative soil erosion from various planting or tillage systems, such as conservation tillage with mulch or ridge till systems, no-till systems, or conventional tillage systems with or without moldboard plows. | Supplemental |
| Conduct studies of nitrogen or alternative fertilizer application methods, quantities, or timing to ensure satisfaction of crop needs and minimization of leaching, runoff, or denitrification. | Supplemental |
| Record environmental data from field samples of soil, air, water, or pests to monitor the effectiveness of integrated pest management (IPM) practices. | Supplemental |
| Measure or weigh ingredients used in laboratory testing. | Supplemental |
| Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively. | Supplemental |
| Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application. | Supplemental |
| Respond to general inquiries or requests from the public. | Supplemental |
| Perform laboratory or field testing, using spectrometers, nitrogen determination apparatus, air samplers, centrifuges, or potential hydrogen (pH) meters to perform tests. | Supplemental |
| Perform tests on seeds to evaluate seed viability. | Supplemental |
| Prepare culture media, following standard procedures. | Supplemental |
| Determine the germination rates of seeds planted in specified areas. | Supplemental |
0.97/ 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 |
|---|---|
| Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks. | E3 unstructured settings |
| Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops. | E1 purpose-built robot settings |
| Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness. | E0 none |
| Set up laboratory or field equipment as required for site testing. | E0 none |
| Examine animals or crop specimens to determine the presence of diseases or other problems. | E2 structured facilities |
| Collect animal or crop samples. | E1 purpose-built robot settings |
| Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring. | E2 structured facilities |
| Conduct insect or plant disease surveys. | E2 structured facilities |
| Perform general nursery duties, such as propagating standard varieties of plant materials, collecting and germinating seeds, maintaining cuttings of plants, or controlling environmental conditions. | E1 purpose-built robot settings |
| Transplant trees, vegetables, or horticultural plants. | E1 purpose-built robot settings |
| Prepare or present agricultural demonstrations. | E0 none |
| Assess comparative soil erosion from various planting or tillage systems, such as conservation tillage with mulch or ridge till systems, no-till systems, or conventional tillage systems with or without moldboard plows. | E1 purpose-built robot settings |
| Conduct studies of nitrogen or alternative fertilizer application methods, quantities, or timing to ensure satisfaction of crop needs and minimization of leaching, runoff, or denitrification. | E2 structured facilities |
| Record environmental data from field samples of soil, air, water, or pests to monitor the effectiveness of integrated pest management (IPM) practices. | E3 unstructured settings |
| Measure or weigh ingredients used in laboratory testing. | E2 structured facilities |
| Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively. | E1 purpose-built robot settings |
| Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application. | E2 structured facilities |
| Perform laboratory or field testing, using spectrometers, nitrogen determination apparatus, air samplers, centrifuges, or potential hydrogen (pH) meters to perform tests. | E1 purpose-built robot settings |
| Perform tests on seeds to evaluate seed viability. | E1 purpose-built robot settings |
| Prepare culture media, following standard procedures. | E1 purpose-built robot settings |
| Determine the germination rates of seeds planted in specified areas. | E1 purpose-built robot settings |
Occupation information
Employment outlook (BLS)
Values for the whole SOC 19-4012 group (Agricultural technicians), not for this O*NET occupation alone.
- Employment, 2025
- 20K
- Projected employment, 2035
- 21K
- Change (2025–35)
- +5.4%
- Median annual wage, 2025
- $49,630
- 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 |
|---|---|---|---|
| 21321 | 농업 시험원 | Same scope | 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 3142Agricultural Technicians
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Agricultural technicians perform tests and experiments, and provide technical and scientific support to agricultural scientists, farmers and farm managers.
Tasks
- (a) preparing materials and equipment for experiments, tests and analyses;
- (b) collecting and preparing specimens such as soils, plant or animal cells, tissues or parts or animal organs for experiments, tests and analyses;
- (c) assisting with and performing experiments, tests and analyses applying methods and techniques such as microscopy, histochemistry, chromatography, electrophoresis and spectroscopy;
- (d) identifying pathogenic micro-organisms and insects, parasites, fungi and weeds harmful to crops and livestock, and assisting in devising methods of control;
- (e) analysing produce to set and maintain standards of quality;
- (f) conducting or supervising operational programmes such as fish hatchery, greenhouse and livestock production programmes;
- (g) analysing samples of seeds for quality, purity and germination rating;
- (h) collecting data and estimating quantities and costs of materials and labour required for projects;
- (i) organizing maintenance and repairs of research equipment.
Example occupations
Dairy Technician · Field Crop Technician · Herd Tester · Horticultural Technician · Poultry Technician
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.
- agricultural technicianESCO 3142.1Same scope
Agricultural technicians collect and conduct experiments and tests on agriculture and aquaculture specimens. They provide support to scientists and farmers and also analyse and report on conditions in the collected specimens' environments.
- aquaculture cage technicianESCO 6221.1This occupation is broader
Aquaculture cage technicians operate in the production of aquatic organisms in water-based (freshwater, brackish water, salt water) on-growing processes in cages.
- aquaculture harvesting technicianESCO 6221.2This occupation is broader
Aquaculture harvesting technicians operate the harvesting process of aquatic organisms' production, managing the complex equipment and machinery used in the harvesting of specific cultured species.
- aquaculture hatchery technicianESCO 6221.4This occupation is broader
Aquaculture hatchery technicians operate and control all aspects of the hatchery production processes, from broodstock management to pregrowing juveniles.
- aquaculture husbandry technicianESCO 6221.6This occupation is broader
Aquaculture husbandry technicians operate in aquatic organisms' production, specialising in the husbandry of ongrowing culture processes, especially in feeding and stock management.
- aquaculture rearing technicianESCO 6221.9This occupation is broader
Aquaculture rearing technicians operate in aquatic organisms' production. They are specialists in the rearing, weaning and production of juveniles.
- aquaculture recirculation technicianESCO 6221.10This occupation is broader
Aquaculture recirculation technicians operate and control the production processes of aquatic organisms in land-based recirculation systems, which utilise water re-use processes and the operation of pumping, aerating, heating, lighting and biofilter equipment as well as backup power systems.
- agricultural scientistESCO 2132.1Overlapping, not the same
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 2132.2Overlapping, not the same
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.
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 |
|---|---|---|
| A1301 | Technicien / Technicienne en agriculture | Overlapping, not the sameprovisional |
| A1302 | Agent / Agente de diagnostic et de contrôle en agriculture | Related, not a matchprovisional |
| A1310 | Technicien / Technicienne de production animale | 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 |
|---|---|---|
| 3142 | Técnicos agropecuarios | This occupation is narrowerprovisional |
| 3141 | Técnicos en ciencias biológicas (excepto en áreas sanitarias) | Related, not a matchprovisional |
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 |
|---|---|---|
| 11132 | Berufe im landwirtschaftlich-technischen Laboratorium - fachlich ausgerichtete Tätigkeiten | This occupation is broader |
| 11133 | Berufe im landwirtschaftlich-technischen Laboratorium - komplexe Spezialistentätigkeiten | This occupation is broader |
| 11603 | Berufe im Weinbau - komplexe Spezialistentätigkeiten | 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 |
| 12123 | Berufe in Baumschule, Staudengärtnerei und Zierpflanzenbau - 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 match |
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