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
Design, evaluate, recommend, and approve changes of forms and reports.Details
O*NET Task ID 7284
1.0
Gather and organize information on problems or procedures.Details
O*NET Task ID 7276
0.5
Analyze data gathered and develop solutions or alternative methods of proceeding.Details
O*NET Task ID 7277
0.5
Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.Details
O*NET Task ID 7279
0.5
Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.Details
O*NET Task ID 7280
0.5
Document findings of study and prepare recommendations for implementation of new systems, procedures, or organizational changes.Details
O*NET Task ID 7282
0.5
Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.Details
O*NET Task ID 7285
0.5
Recommend purchase of storage equipment and design area layout to locate equipment in space available.Details
O*NET Task ID 7286
0.5
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.Details
O*NET Task ID 7278
0.0
Interview personnel and conduct on-site observation to ascertain unit functions, work performed, and methods, equipment, and personnel used.Details
O*NET Task ID 7281
0.0
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.Details
O*NET Task ID 7283
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®, Eloundou et al. (2023): see full notices on the Credits page
Management and organization analysts assist organizations to achieve greater efficiency and solve organizational problems. They study organizational structures, methods, systems and procedures.
作業
(a) assisting and encouraging the development of objectives, strategies and plans aimed at achieving customer satisfaction and the efficient use of organizations’ resources;
(b) analysing and evaluating current systems and structures;
(c) discussing current systems with staff and observing systems at all levels of organization;
(d) directing clients towards more efficient organization and developing solutions to organizational problems;
(e) undertaking and reviewing work studies by analysing existing and proposed methods and procedures such as administrative and clerical procedures;
(f) recording and analysing organizations’ workflow charts, records, reports, manuals and job descriptions;
(g) preparing and recommending proposals to revise methods and procedures, alter work flows, redefine job functions and resolve organizational problems;
(h) assisting in implementing approved recommendations, issuing revised instructions and procedure manuals, and drafting other documentation;
(i) reviewing operating procedures and advising of departures from procedures and standards.
職業例
Business consultant · Management consultant · Organization and methods analyst
Business intelligence managers gain knowledge of the industry, the innovative processes therein, and contrast them with the operations of the company in order to improve them. They focus their analysis in the supply chain processes, warehouses, storage, and sales as to facilitate communication and revenue improvement.
manufacturing cost estimatorESCO 2421.1.1
Manufacturing cost estimators collect and analyse data to evaluate the money, materials, labour and time required for manufacturing processes. They conduct analyses to identify (alternative) cost effective technical designs and production processes. They develop and use methods and tools for cost planning, controlling and analysis. They also perform quantitative and qualitative risk analyses and report on the development of costs.
logistics analystESCO 2141.6
Logistics analysts streamline product manufacturing, transportation, storage and distribution. They assess production and supply chain problems to determine economically efficient solutions. They assists company managers in decision-making processes and direct programs designed to provide subcontractors, managers and customers with logistic technology.
business analystESCO 2421.1
Business analysts research and understand the strategic position of businesses and companies in relation to their markets and their stakeholders. They analyse and present their views on how the company, from many perspectives, can improve its strategic position and internal corporate structure. They assess needs for change, communication methods, technology, IT tools, new standards and certifications.
business consultantESCO 2421.2
Business consultants analyse the position, structure and processes of businesses and companies and offer services or advice to improve them. They research and identify business processes such as financial inefficiencies or employee management and devise strategical plans to overcome these difficulties. They work in external consulting firms where they provide an objective view on a business and or company's structure and methodological processes.
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.
재택근무(99) · 의사결정 가능성(95) · 이미지/평판/재정에 미치는 강도(95) · 이미지/평판/재정에 미치는 영향력(94) · 의사결정 권한(94)
Related occupations
인적자원전문가 · 경영 및 진단 전문가
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: +10.1%
Median wage: $102K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
