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
Prepare, organize, and maintain inspection records.Details
O*NET Task ID 10831
1.0
Prepare written, oral, tabular, and graphic reports summarizing requirements and regulations, including enforcement and chain of custody documentation.Details
O*NET Task ID 10833
1.0
Evaluate label information for accuracy and conformance to regulatory requirements.Details
O*NET Task ID 10844
1.0
Respond to questions and inquiries, such as those concerning service charges and capacity fees, or refer them to supervisors.Details
O*NET Task ID 10853
1.0
Prepare data to calculate sewer service charges and capacity fees.Details
O*NET Task ID 20473
1.0
Determine the nature of code violations and actions to be taken, and issue written notices of violation, participating in enforcement hearings, as necessary.Details
O*NET Task ID 10829
0.5
Examine permits, licenses, applications, and records to ensure compliance with licensing requirements.Details
O*NET Task ID 10830
0.5
Monitor follow-up actions in cases where violations were found, and review compliance monitoring reports.Details
O*NET Task ID 10834
0.5
Investigate complaints and suspected violations regarding illegal dumping, pollution, pesticides, product quality, or labeling laws.Details
O*NET Task ID 10835
0.5
Inform individuals and groups of pollution control regulations and inspection findings, and explain how problems can be corrected.Details
O*NET Task ID 10837
0.5
Research and keep informed of pertinent information and developments in areas such as EPA laws and regulations.Details
O*NET Task ID 10840
0.5
Determine which sites and violation reports to investigate, and coordinate compliance and enforcement activities with other government agencies.Details
O*NET Task ID 10841
0.5
Observe and record field conditions, gathering, interpreting, and reporting data such as flow meter readings and chemical levels.Details
O*NET Task ID 10842
0.5
Inform health professionals, property owners, and the public about harmful properties and related problems of water pollution and contaminated wastewater.Details
O*NET Task ID 10845
0.5
Analyze and implement state, federal or local requirements as necessary to maintain approved pretreatment, pollution prevention, and storm water runoff programs.Details
O*NET Task ID 10846
0.5
Review and evaluate applications for registration of products containing dangerous materials, or for pollution control discharge permits.Details
O*NET Task ID 10848
0.5
Research and perform calculations related to landscape allowances, discharge volumes, production-based and alternative limits, and wastewater strength classifications, making recommendations and completing documentation.Details
O*NET Task ID 10849
0.5
Participate in the development of spill prevention programs and hazardous waste rules and regulations, and recommend corrective actions for hazardous waste problems.Details
O*NET Task ID 10850
0.5
Conduct research on hazardous waste management projects to determine the magnitude of problems and treatment or disposal alternatives and costs.Details
O*NET Task ID 10852
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
職業情報
ILO（国際労働機関）の職業説明
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.
作業
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.
出典: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: +3.8%
Median wage: $81K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
