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
Document activities and record information, such as the numbers of applications completed, presentations conducted, and persons assisted.Details
O*NET Task ID 9216
1.0
Maintain databases, mailing lists, telephone networks, and other information to facilitate the functioning of health education programs.Details
O*NET Task ID 9222
1.0
Provide program information to the public by preparing and presenting press releases, conducting media campaigns, or maintaining program-related Web sites.Details
O*NET Task ID 9225
1.0
Prepare and distribute health education materials, such as reports, bulletins, and visual aids, to address smoking, vaccines, and other public health concerns.Details
O*NET Task ID 20236
1.0
Develop and present health education and promotion programs, such as training workshops, conferences, and school or community presentations.Details
O*NET Task ID 9217
0.5
Develop operational plans and policies necessary to achieve health education objectives and services.Details
O*NET Task ID 9220
0.5
Design and conduct evaluations and diagnostic studies to assess the quality and performance of health education programs.Details
O*NET Task ID 9224
0.5
Develop, prepare, and coordinate grant applications and grant-related activities to obtain funding for health education programs and related work.Details
O*NET Task ID 9226
0.5
Provide guidance to agencies and organizations on assessment of health education needs and on development and delivery of health education programs.Details
O*NET Task ID 9227
0.5
Develop and maintain health education libraries to provide resources for staff and community agencies.Details
O*NET Task ID 9228
0.5
Develop, conduct, or coordinate health needs assessments and other public health surveys.Details
O*NET Task ID 9229
0.5
Develop educational materials and programs for community agencies, local government, and state government.Details
O*NET Task ID 20235
0.5
Design and administer training programs for new employees and continuing education for existing employees.Details
O*NET Task ID 20237
0.5
Develop and maintain cooperative working relationships with agencies and organizations interested in public health care.Details
O*NET Task ID 9218
0.0
Collaborate with health specialists and civic groups to determine community health needs and the availability of services and to develop goals for meeting needs.Details
O*NET Task ID 9221
0.0
Supervise professional and technical staff in implementing health programs, objectives, and goals.Details
O*NET Task ID 9223
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
Occupation information
ILO occupational description
Environmental and Occupational Health and Hygiene Professionals
Environmental and occupational health and hygiene professionals assess, plan and implement programmes to recognize, monitor and control environmental factors that can potentially affect human health, to ensure safe and healthy working conditions and to prevent disease or injury caused by chemical, physical, radiological and biological agents or ergonomic factors.
Tasks
(a) developing, implementing and reviewing programmes and policies to minimize potential environmental and occupational risks to health and safety;
(b) preparing and implementing plans and strategies for the safe, economic and suitable disposal of commercial, industrial, medical and household wastes;
(c) implementing prevention programmes and strategies for communicable diseases, food safety, waste water treatment and disposal systems, recreation and domestic water quality, contaminated and hazardous substances;
(d) identifying, reporting and documenting hazards, and assessing and controlling risks in the environment and workplace and advising on compliance with relevant law and regulations;
(e) developing, implementing and monitoring programmes to minimize workplace and environmental pollution involving chemical, physical and biological hazards;
(f) advising on methods to prevent, eliminate, control or reduce the exposure of workers, students, the public and the environment to radiological and other hazards;
(g) promoting ergonomic principles within the workplace such as matching furniture, equipment and work activities to the needs of employees;
(h) providing education, information, training and advice to persons at all levels on aspects of occupational hygiene and environmental health;
(i) recording and investigating injuries and equipment damage, and reporting safety performance;
(j) coordinating arrangements for the compensation, rehabilitation and return to work of injured workers.
Example occupations
Environmental health officer · Occupational health and safety adviser · Occupational hygienist · Radiation protection expert
Food safety specialists organise processes and implement procedures to avoid problems with food safety. They comply with regulations.
ergonomistESCO 2263.3.1
Ergonomists analyse the design of equipment, furniture, and systems in order to improve it toward safer, healthier, and more efficient ones. They strive to improve the interaction of people with equipment and the environment.
emergency response coordinatorESCO 2263.1
Emergency response coordinators analyse potential risks such as disasters and emergencies for a community or institution and develop a strategy for reacting to these risks. They outline guidelines for the response to an emergency in order to decrease the effects. They educate the parties at risk on these guidelines. They also test response plans and ensure that the necessary supplies and equipments are in place in compliance with health and safety regulations.
health and safety officerESCO 2263.3
Health and safety officers execute plans for the improvement of work environments and cultures. They assess risks and interview employees to ensure the work environment is compliant with health and safety rules, as well as ensuring the interaction within the workplace occurs in a positive and productive manner. If employed in a healthcare facility the health and safety officer has to investigate infections spreading across a facility and advice all employees how to combat and prevent infections. Furthermore health physics is applied at facilities where people are exposed to ionizing radiation such as nuclear power plants and research institutions.
radiation protection officerESCO 2263.4
Radiation protection officers are responsible for the protection from harmful effects caused by exposure to ionising radiation. They ensure compliance with legislation and regulations by enforcing safety measures. Furthermore they develop radiation protection plans in particular for nuclear plants and facilities.
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.
협상(93) · 기술 분석(93) · 인적자원 관리(92) · 조직체계의 분석 및 평가(92) · 수리력(92)
Knowledge
지리(87) · 화학(87) · 생물(85) · 사무(80) · 물리(77)
Work environment
재택근무(91) · 갈등 상황(89) · 전화 대화하기(85) · 반복적인 신체행동, 정신적 활동(84) · 이메일 이용하기(84)
Related occupations
수질환경기술자 · 토양환경기술자 및 연구원 · 대기환경기술자 · 소음진동기술자 및 연구원 · 가스·에너지시험원 및 진단전문가 · 보건위생·환경검사원 · 가스·에너지공학 기술자 및 연구원 · 환경공학 시험원 · 폐기물처리기술자
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: +5.6%
Median wage: $64K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
