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
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.
Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes.Details
25-9021
0.020066.7
0.00000.0
Research information requested by farmers.Details
25-9021
0.010033.3
0.00000.0
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
βE1 + 0.5 × E2
Maintain records of services provided and the effects of advice given.Details
O*NET Task ID 10980
1.0
Collaborate with producers to diagnose and prevent management and production problems.Details
O*NET Task ID 10974
0.5
Conduct classes or deliver lectures on subjects such as nutrition, home management, and farming techniques.Details
O*NET Task ID 10975
0.5
Research information requested by farmers.Details
O*NET Task ID 10977
0.5
Prepare and distribute leaflets, pamphlets, and visual aids for educational and informational purposes.Details
O*NET Task ID 10978
0.5
Collect and evaluate data to determine community program needs.Details
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.Details
O*NET Task ID 10983
0.5
Conduct agricultural research, analyze data, and prepare research reports.Details
O*NET Task ID 10985
0.5
Act as an advocate for farmers or farmers' groups.Details
O*NET Task ID 10986
0.5
Set and monitor production targets.Details
O*NET Task ID 10988
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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
Occupation information
ILO occupational description
Farming, Forestry and Fisheries Advisers
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.
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.
Source:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
논리적 분석(84) · 전산(80) · 기술 분석(77) · 읽고 이해하기(72) · 글쓰기(72)
Knowledge
생물(97) · 식품생산(90) · 화학(84) · 지리(77) · 물리(74)
Work environment
공문, 문서 주고받기(83) · 앉아서 근무(72) · 실외 근무(72) · 실내 근무(70) · 이메일 이용하기(62)
Related occupations
생명과학 시험원 · 생명과학 연구원
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: -3.2%
Median wage: $60K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
