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.
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
Write reports of findings and recommendations and advise farmers, growers, or processors of corrective action to be taken.Details
O*NET Task ID 14851
1.0
Compare product recipes with government-approved formulas or recipes to determine acceptability.Details
O*NET Task ID 14864
1.0
Interpret and enforce government acts and regulations and explain required standards to agricultural workers.Details
O*NET Task ID 14850
0.5
Label and seal graded products and issue official grading certificates.Details
O*NET Task ID 14857
0.5
Set standards for the production of meat or poultry products or for food ingredients, additives, or compounds used to prepare or package products.Details
O*NET Task ID 14859
0.5
Inquire about pesticides or chemicals to which animals may have been exposed.Details
O*NET Task ID 14861
0.5
Set labeling standards and approve labels for meat or poultry products.Details
O*NET Task ID 14862
0.5
Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights.Details
O*NET Task ID 14863
0.5
Review and monitor foreign product inspection systems in countries of origin to ensure equivalence to the U.S. system.Details
O*NET Task ID 14865
0.5
Provide consultative services in areas such as equipment or product evaluation, plant construction or layout, or food safety systems.Details
O*NET Task ID 14866
0.5
Advise farmers or growers of development programs or new equipment or techniques to aid in quality production.Details
O*NET Task ID 14867
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
Occupation information
ILO occupational description
Government Regulatory AssociatePprofessionals Not Elsewhere Classified
This unit group covers government regulatory associate professionals not classified elsewhere. For instance the group includes agricultural, fisheries, forestry, prices, wages and weights and measures inspectors.
Tasks
In such cases tasks would include -
(a) examining places of business to ensure the use of correct weights and measures in trade;
(b) monitoring price regulations to assess appropriateness of costs for goods and services to protect consumer interests;
(c) monitoring wage regulations to ensure appropriate levels of pay for work performed and to assess compliance with employment standards legislation;
(d) performing related investigative and administrative tasks to record findings, document compliance problems or inappropriate business practices and to prepare reports and correspondence.
Marine cargo inspectors investigate all baggage and freight listed on the ship's manifest. They are responsible for checking the condition of the cargo and verifying the cargo's documentation and compliance with rules and regulations. Marine cargo inspectors analyse the vessels' capabilities, the fuel compartments, the safety equipment and the specific licenses required.
gaming inspectorESCO 3359.6
Gaming inspectors, have the ability to deal and inspect all the respective games and carry out all gaming operations to the highest possible standards of efficiency, security and customer service in accordance with company procedures and current legislation. Their responsibility is to oversee all the irrespective games played, and ensure that rules are adhered to and players don't cheat. They are responsible for the maintenance of the equipment and handle all customer questions and complaints.
freight inspectorESCO 3359.5
Freight inspectors determine if freight is secure and comes with the proper documentation. They inspect, manage and document freight shipments while verifying that the content comply with local, national and international regulations.
forestry inspectorESCO 3359.4
Forestry inspectors monitor forestry operations to ensure that workers and their activities comply with proper legislation and standards. They perform inspections to examine operations, wages, costs and health and safety measures. Forestry inspectors also analyse and report on their findings.
agricultural inspectorESCO 3359.1
Agricultural inspectors monitor agricultural operations in farms and other agricultural facilities. They inspect activities such as health and safety measures, costs and production processes to ensure that workers and their activities comply with proper legislation and standards. Agricultural inspectors also analyse and report on their findings.
fisheries observerESCO 3359.3
Fisheries observers record and report on fishing activity and the level of compliance and enforcement of conservation measures in force in the work area by controlling the position of the vessel, the use of the fishing gear and the catch. They provide the reports required for the scientific monitoring of the fishing area, provide policy advice and plan and coordinate activities.
consumer rights advisorESCO 3359.2
Consumer rights advisors aid consumers with complaints and provide advice and information on rights as a consumer after purchase of products or services. They monitor organisations to ensure compliance to consumer rights standards, and aid consumers in handling disputes.
weights and measures inspectorESCO 3359.8
Weights and measures inspectors ensure adherance to regulations and agreements pertaining to the weights and measures of packaged goods. They investigate and document compliance issues and violations to promote best practice. Weights and measures inspectors confirm that packaged goods are in accordance to agreements such as quantity, content and packaging.
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.
인사(83) · 경제와 회계(81) · 사무(81) · 경영 및 행정(81) · 법(78)
Work environment
불쾌하거나 무례한 사람 상대(91) · 이메일 이용하기(88) · 전화 대화하기(86) · 공문, 문서 주고받기(85) · 다른 사람과의 접촉(85)
Related occupations
광고·홍보·마케팅사무원 · 경영 기획 사무원 · 인사·교육·훈련사무원 · 영업기획·관리·지원사무원 · 감사사무원
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: +2.3%
Median wage: $50K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
