AI exposure Life, physical and social science
Will AI replace occupational health and safety specialists?
Occupational Health and Safety Specialists. US occupation 19-5011.
The reading
0.0%
of the time occupational health and safety specialists spend on their work goes on tasks where AI is already being used to do that work.of occupational health and safety specialists' working hours go on tasks AI has already started taking off their plate.
Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.
Per cent of working time Square-law scale
Average US job 7.7%
Among the least exposed jobs there are.Still waiting for liberation.
What AI already does for occupational health and safety specialistsWhat occupational health and safety specialists no longer do alone
O*NET lists 21 tasks for occupational health and safety specialists. None of them shows meaningful AI use at work yet.
What it does not touch, yetWhat still needs a human
21 of the 21 tasks show no AI use at work in the data.
- Analyze incident data to identify trends in injuries, illnesses, accidents, or other hazards.Core task
- Collaborate with engineers or physicians to institute control or remedial measures for hazardous or potentially hazardous conditions or equipment.Core task
- Collect samples of dust, gases, vapors, or other potentially toxic materials for analysis.Core task
- Collect samples of hazardous materials or arrange for sample collection.Core task
- Conduct audits at hazardous waste sites or industrial sites or participate in hazardous waste site investigations.Core task
- Conduct safety training or education programs and demonstrate the use of safety equipment.Core task
Show the other 15
- Coordinate "right-to-know" programs regarding hazardous chemicals or other substances.Core task
- Develop or maintain hygiene programs, such as noise surveys, continuous atmosphere monitoring, ventilation surveys, or asbestos management plans.Core task
- Develop or maintain medical monitoring programs for employees.Core task
- Inspect or evaluate workplace environments, equipment, or practices to ensure compliance with safety standards and government regulations.Core task
- Inspect specified areas to ensure the presence of fire prevention equipment, safety equipment, or first-aid supplies.Core task
- Investigate accidents to identify causes or to determine how such accidents might be prevented in the future.Core task
- Investigate health-related complaints and inspect facilities to ensure that they comply with public health legislation and regulations.Core task
- Investigate the adequacy of ventilation, exhaust equipment, lighting, or other conditions that could affect employee health, comfort, or performance.Core task
- Maintain or update emergency response plans or procedures.Core task
- Order suspension of activities that pose threats to workers' health or safety.Core task
- Provide new-employee health and safety orientations and develop materials for these presentations.Core task
- Recommend measures to help protect workers from potentially hazardous work methods, processes, or materials.Core task
- Maintain inventories of hazardous materials or hazardous wastes, using waste tracking systems to ensure that materials are handled properly.
- Perform laboratory analyses or physical inspections of samples to detect disease or to assess purity or cleanliness.
- Prepare hazardous, radioactive, or mixed waste samples for transportation or storage by treating, compacting, packaging, and labeling them.
How that compares
Among the 46 life, physical and social science occupations, occupational health and safety specialists rank 44. The group averages 12.2%, and its most exposed job is Political Scientists at 45.2%. The average US occupation sits at 7.7%.
Level with 0.0%
- 346Nuclear Technicians 0.0%
- 346Nurse Anesthetists 0.0%
- 346Nursing Assistants 0.0%
What this does and does not mean
Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.
A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.
Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.