Occupational Health and Safety Technicians
Life, Physical, and Social Science Occupations- O*NET-SOC code
- 19-5012.00
Collect data on work environments for analysis by occupational health and safety specialists. Implement and conduct evaluation of programs designed to limit chemical, physical, biological, and ergonomic risks to workers.
- Data source: BLSPublished: 2026-08
Moderate· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
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
- Data source: AnthropicPublished: 2026-03
0.000
0.000Range of values carried here0.745Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- Data source: ILOPublished: 2025
0.24
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
What kind of figure this source publishes
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.
Task-level exposure
Exposed tasks only26 rated tasks · 18 tasks with β ≥ 0.5 (69.2%)
β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.
- Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
- All rated tasks are in the O*NET 31.0 task list.
- Source
- OpenAI "GPTs are GPTs" exposure rubric
- Release
- gh-main-0471612
- License
- MIT License, Copyright (c) 2024 OpenAI
Tasks of O*NET-SOC 2010 occupation 29-9012.00 Occupational Health and Safety Technicians, linked to this occupation by the O*NET-SOC 2010 to 2019 crosswalk
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Prepare documents to be used in legal proceedings, testifying in such proceedings when necessary.29-9012.00 | 0.005867.5 |
Prepare or calibrate equipment used to collect or analyze samples.29-9012.00 | 0.002832.5 |
| Not observed on any surface — 24 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Maintain all required environmental records and documentation. | —0 |
Supply, operate, or maintain personal protective equipment. | —0 |
Test workplaces for environmental hazards, such as exposure to radiation, chemical or biological hazards, or excessive noise. | —0 |
Prepare or review specifications or orders for the purchase of safety equipment, ensuring that proper features are present and that items conform to health and safety standards. | —0 |
Plan emergency response drills. | —0 |
Maintain logbooks of daily activities, including areas visited or activities performed. | —0 |
Verify availability or monitor use of safety equipment, such as hearing protection or respirators. | —0 |
Evaluate situations or make determinations when a worker has refused to work on the grounds that danger or potential harm exists. | —0 |
Recommend corrective measures to be applied based on results of environmental contaminant analyses. | —0 |
Conduct worker studies to determine whether specific instances of disease or illness are job-related. | —0 |
Inspect fire suppression systems or portable fire systems to ensure proper working order. | —0 |
Provide consultation to organizations or agencies on the workplace application of safety principles, practices, or techniques. | —0 |
Examine credentials, licenses, or permits to ensure compliance with licensing requirements. | —0 |
Educate the public about health issues or enforce health legislation to prevent disease, to promote health, or to help people understand health protection procedures and regulations. | —0 |
Conduct interviews to obtain information or evidence regarding communicable diseases or violations of health or sanitation regulations. | —0 |
Review records or reports concerning laboratory results, staffing, floor plans, fire inspections, or sanitation to gather information for the development or enforcement of safety activities. | —0 |
Help direct rescue or firefighting operations in the event of a fire or an explosion. | —0 |
Confer with schools, state authorities, or community groups to develop health standards or programs. | —0 |
Collect data regarding potential hazards from new equipment or products linked to green practices. | —0 |
Collect data related to ecological or human health risks at brownfield sites. | —0 |
Examine practices at green building sites to determine whether adherence to green building standards alters risks to workers. | —0 |
Perform tests to identify any potential hazards related to recycled products used at green building sites. | —0 |
Test or balance newly installed HVAC systems to determine whether indoor air quality standards are met. | —0 |
Train workers in safety procedures related to green jobs, such as the use of fall protection devices or maintenance of proper ventilation during wind turbine construction. | —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 (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Maintain all required environmental records and documentation.O*NET Task ID 11082 | 1.0 |
Examine credentials, licenses, or permits to ensure compliance with licensing requirements.O*NET Task ID 11091 | 1.0 |
Maintain logbooks of daily activities, including areas visited or activities performed.O*NET Task ID 11099 | 1.0 |
Prepare or review specifications or orders for the purchase of safety equipment, ensuring that proper features are present and that items conform to health and safety standards.O*NET Task ID 11088 | 0.5 |
Educate the public about health issues or enforce health legislation to prevent disease, to promote health, or to help people understand health protection procedures and regulations.O*NET Task ID 11093 | 0.5 |
Conduct interviews to obtain information or evidence regarding communicable diseases or violations of health or sanitation regulations.O*NET Task ID 11095 | 0.5 |
Review records or reports concerning laboratory results, staffing, floor plans, fire inspections, or sanitation to gather information for the development or enforcement of safety activities.O*NET Task ID 11096 | 0.5 |
Prepare documents to be used in legal proceedings, testifying in such proceedings when necessary.O*NET Task ID 11097 | 0.5 |
Plan emergency response drills.O*NET Task ID 11098 | 0.5 |
Confer with schools, state authorities, or community groups to develop health standards or programs.O*NET Task ID 11101 | 0.5 |
Collect data regarding potential hazards from new equipment or products linked to green practices.O*NET Task ID 19813 | 0.5 |
Collect data related to ecological or human health risks at brownfield sites.O*NET Task ID 19814 | 0.5 |
Examine practices at green building sites to determine whether adherence to green building standards alters risks to workers.O*NET Task ID 19815 | 0.5 |
Perform tests to identify any potential hazards related to recycled products used at green building sites.O*NET Task ID 19816 | 0.5 |
Evaluate situations or make determinations when a worker has refused to work on the grounds that danger or potential harm exists.O*NET Task ID 20249 | 0.5 |
Recommend corrective measures to be applied based on results of environmental contaminant analyses.O*NET Task ID 20250 | 0.5 |
Conduct worker studies to determine whether specific instances of disease or illness are job-related.O*NET Task ID 20251 | 0.5 |
Provide consultation to organizations or agencies on the workplace application of safety principles, practices, or techniques.O*NET Task ID 20253 | 0.5 |
Supply, operate, or maintain personal protective equipment.O*NET Task ID 11083 | 0.0 |
Prepare or calibrate equipment used to collect or analyze samples.O*NET Task ID 11085 | 0.0 |
Test workplaces for environmental hazards, such as exposure to radiation, chemical or biological hazards, or excessive noise.O*NET Task ID 11087 | 0.0 |
Help direct rescue or firefighting operations in the event of a fire or an explosion.O*NET Task ID 11100 | 0.0 |
Test or balance newly installed HVAC systems to determine whether indoor air quality standards are met.O*NET Task ID 19817 | 0.0 |
Train workers in safety procedures related to green jobs, such as the use of fall protection devices or maintenance of proper ventilation during wind turbine construction.O*NET Task ID 19818 | 0.0 |
Verify availability or monitor use of safety equipment, such as hearing protection or respirators.O*NET Task ID 20248 | 0.0 |
Inspect fire suppression systems or portable fire systems to ensure proper working order.O*NET Task ID 20252 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
All O*NET 31.0 task statements (26)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
| Task (O*NET 31.0) | Type |
|---|---|
| Maintain all required environmental records and documentation. | Core |
| Supply, operate, or maintain personal protective equipment. | Core |
| Prepare or calibrate equipment used to collect or analyze samples. | Core |
| Test workplaces for environmental hazards, such as exposure to radiation, chemical or biological hazards, or excessive noise. | Core |
| Prepare or review specifications or orders for the purchase of safety equipment, ensuring that proper features are present and that items conform to health and safety standards. | Core |
| Examine credentials, licenses, or permits to ensure compliance with licensing requirements. | Core |
| Educate the public about health issues or enforce health legislation to prevent disease, to promote health, or to help people understand health protection procedures and regulations. | Core |
| Review records or reports concerning laboratory results, staffing, floor plans, fire inspections, or sanitation to gather information for the development or enforcement of safety activities. | Core |
| Prepare documents to be used in legal proceedings, testifying in such proceedings when necessary. | Core |
| Plan emergency response drills. | Core |
| Maintain logbooks of daily activities, including areas visited or activities performed. | Core |
| Collect data regarding potential hazards from new equipment or products linked to green practices. | Core |
| Train workers in safety procedures related to green jobs, such as the use of fall protection devices or maintenance of proper ventilation during wind turbine construction. | Core |
| Verify availability or monitor use of safety equipment, such as hearing protection or respirators. | Core |
| Evaluate situations or make determinations when a worker has refused to work on the grounds that danger or potential harm exists. | Core |
| Recommend corrective measures to be applied based on results of environmental contaminant analyses. | Core |
| Conduct worker studies to determine whether specific instances of disease or illness are job-related. | Core |
| Inspect fire suppression systems or portable fire systems to ensure proper working order. | Core |
| Provide consultation to organizations or agencies on the workplace application of safety principles, practices, or techniques. | Core |
| Conduct interviews to obtain information or evidence regarding communicable diseases or violations of health or sanitation regulations. | Supplemental |
| Help direct rescue or firefighting operations in the event of a fire or an explosion. | Supplemental |
| Confer with schools, state authorities, or community groups to develop health standards or programs. | Supplemental |
| Collect data related to ecological or human health risks at brownfield sites. | Supplemental |
| Examine practices at green building sites to determine whether adherence to green building standards alters risks to workers. | Supplemental |
| Perform tests to identify any potential hazards related to recycled products used at green building sites. | Supplemental |
| Test or balance newly installed HVAC systems to determine whether indoor air quality standards are met. | Supplemental |
0.40/ 3· Robot exposure index
Scale, basis and source
Each physical task is graded 0–3 by the setting in which robots that have been deployed, sold or demonstrated could do it (0 none · 1 purpose-built robot settings such as a fenced machine cell or a bottling line · 2 structured facilities such as a hospital pharmacy or a container port · 3 unstructured settings such as a private home or a construction site), and the grades are averaged by share of working time
Physical tasks among this occupation's O*NET 29.3 tasks
Anthropic estimated the grades and time shares with Claude Opus 5 using web search, as of 2026.
The robot exposure index is a different measure from the AI exposure figures on this site and cannot be added to or compared with them. It does not measure actual adoption or cost, and 0 also covers occupations with no physical tasks.
Tier of each physical task
Robot environment tiers (E0–E3)
E0 noneDetails
Rated not doable by robots that have been deployed, sold or demonstrated, even in a purpose-built setting
E1 purpose-built robot settingsDetails
Rated doable in a setting built around the machine, such as a fenced machine cell or a bottling line
E2 structured facilitiesDetails
Rated doable in a human work facility that an institution keeps to a working standard, such as a hospital pharmacy or a container port
E3 unstructured settingsDetails
Rated doable in a setting that no institution keeps to a working standard, such as a private home or a construction site
Only tasks classified as physical are listed; other tasks have no tier in the source.
| Task (O*NET 29.3) | Robot environment tier |
|---|---|
| Supply, operate, or maintain personal protective equipment. | E1 purpose-built robot settings |
| Prepare or calibrate equipment used to collect or analyze samples. | E1 purpose-built robot settings |
| Test workplaces for environmental hazards, such as exposure to radiation, chemical or biological hazards, or excessive noise. | E0 none |
| Collect data regarding potential hazards from new equipment or products linked to green practices. | E2 structured facilities |
| Verify availability or monitor use of safety equipment, such as hearing protection or respirators. | E2 structured facilities |
| Inspect fire suppression systems or portable fire systems to ensure proper working order. | E2 structured facilities |
| Collect data related to ecological or human health risks at brownfield sites. | E2 structured facilities |
| Examine practices at green building sites to determine whether adherence to green building standards alters risks to workers. | E0 none |
| Perform tests to identify any potential hazards related to recycled products used at green building sites. | E1 purpose-built robot settings |
| Test or balance newly installed HVAC systems to determine whether indoor air quality standards are met. | E1 purpose-built robot settings |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 31K
- Projected employment, 2035
- 37K
- Change (2025–35)
- +19.4%
- Median annual wage, 2025
- $61,560
- Typical education needed for entry
- High school diploma or equivalent
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 23642 | 산업환경 관리원 | This occupation is broader | reviewed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 3257Environmental and Occupational Health Inspectors and Associates
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Environmental and occupational health inspectors and associates investigate the implementation of rules and regulations relating to environmental factors that may affect human health, safety in the workplace, and safety of processes for the production of goods and services. They may implement and evaluate programmes to restore or improve safety and sanitary conditions under the supervision of a health professional.
Tasks
- (a) advising employers’ and workers’ representatives on the implementation of government and other rules and regulations concerning occupational safety and the working environment;
- (b) inspecting places of work to ensure that the working environment, machinery and equipment conform to government and other rules, regulations and standards related to sanitation and/or occupational and environmental health and safety;
- (c) giving advice on environmental sanitary problems and techniques;
- (d) inspecting places of work and, by interviews, observations and other means, obtaining information about work practices and accidents to determine compliance with safety rules and regulations;
- (e) inspecting areas of production, processing, transport, handling, storage and sale of products to ensure conformity with government and other rules, regulations and standards;
- (f) advising enterprises and the general public on the implementation of government and other rules and regulations concerning hygiene, sanitation, purity and grading of primary products, food, drugs, cosmetics and similar goods;
- (g) inspecting establishments to ensure that they conform to government and other rules and regulations concerning emission of pollutants and disposal of dangerous wastes;
- (h) initiating action to maintain or improve hygiene and prevent pollution of water, air, food or soil;
- (i) promoting preventive and corrective measures such as control of disease carrying organisms and of harmful substances in the air, hygienic food handling, proper disposal of waste and cleaning of public places;
- (j) estimating quantities and costs of materials and labour required for health, safety and sanitation remediation projects;
Example occupations
Food sanitation and safety inspector · Health inspector · Occupational health and safety inspector · Pollution inspector · Production safety inspector · Sanitarian · Sanitary inspector
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.
- construction safety inspectorESCO 3112.2This occupation is broader
Construction safety inspectors monitor construction sites and their conformity to health and safety regulations. They perform inspections, identify safety hazards and report on their findings.
- health and safety officerESCO 2263.3This occupation is broader
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.
- mine safety officerESCO 3117.4This occupation is broader
Mine safety officers oversee health and safety systems at mining operations. They report workplace accidents, compile accident statistics, estimate risks to employee safety and health, and suggest solutions or new measurements and techniques.
- transport health and safety inspectorESCO 3257.6This occupation is broader
Transport health and safety inspectors are responsible for maintaining safety standards, reducing risk to company, staff and customers and achieving industry standards. They evaluate existing security systems to determine potential risks in all transport sectors such as road and sea transport, and develop policies and procedures that minimise the risk to properties, employees and computer systems.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
France classification links (ROME)
AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.
| ROME code | ROME title (French) | Relation |
|---|---|---|
| H1303 | Technicien / Technicienne en Hygiène, Sécurité, Environnement industriel (HSE) | Overlapping, not the sameprovisional |
| H1308 | Animateur / Animatrice en Hygiène Sécurité Environnement (HSE) | Overlapping, not the sameprovisional |
| F1204 | Animateur / Animatrice QSE - Qualité Sécurité Environnement BTP | Related, not a matchprovisional |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
Spain classification links (CNO-11)
AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.
| CNO-11 code | CNO-11 title (Spanish) | Relation |
|---|---|---|
| 3326 | Técnicos en prevención de riesgos laborales y salud ambiental | This occupation is narrower |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
Germany classification links (KldB)
AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.
| KldB code | KldB title (German) | Relation |
|---|---|---|
| 53123 | Berufe in Arbeitssicherheit und Sicherheitstechnik - komplexe Spezialistentätigkeiten | This occupation is narrower |
| 53122 | Berufe in Arbeitssicherheit und Sicherheitstechnik - fachlich ausgerichtete Tätigkeiten | Related, not a match |
| 53313 | Berufe in der Gewerbeaufsicht - komplexe Spezialistentätigkeiten | Related, not a match |
| 81183 | Medizinische Fachangestellte (sonstige spezifische Tätigkeitsangabe) - komplexe Spezialistentätigkeiten | Related, not a matchprovisional |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
Japan classification links (JSCO)
AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.
| JSCO code | JSCO title (Japanese) | Relation |
|---|---|---|
| 119 | その他の技術者 | This occupation is narrower |
| 159 | 他に分類されない保健医療従事者 | Related, not a match |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources