Occupational health and safety specialists and technicians: AI exposure and career outlook
Occupational health and safety specialists and technicians (SOC 19-5000) sit at the 23rd percentile for measured AI exposure among the 342 occupations tracked here, measured from a composite of Microsoft Research and Anthropic Economic Index telemetry. An estimated 12% of tasks are already automated and 28% are being reshaped rather than replaced — both modelled figures, not direct measurements. Of the Claude usage observed in this occupation, 38% follows an automation pattern and 62% an augmentation pattern, which places it in the Insulated group: little measured AI exposure so far. No urgency here, though the tools are still worth having in your hands. In Canada the role maps to NOC 22232 (Occupational health and safety specialists), and ESDC's COPS 2024–2033 outlook for that unit group is balance.
Figures last updated 2026-06. Every number on this page is labelled measured or modelled; where a source has no coverage for this occupation, it says so rather than showing a zero.
Key facts
- SOC code
- 19-5000
- Canada NOC 2021
- 22232
- TEER level
- 2 — College / Apprenticeship 2+ yrs
- COPS outlook
- Balance
What the measurements actually say
Two of three independent studies measure AI exposure for this occupation directly; the other reports no coverage for it. The two percentages below them are ours, modelled from those measurements.
| Metric | Value | Provenance |
|---|---|---|
| AI applicability | 12% | Measured — Microsoft Research, from 200,000 Copilot conversations classified against O*NET work activities. Occupation-group average of 2 detailed roles. |
| Observed AI usage | 0% | Measured — Anthropic Economic Index, share of tasks observed being performed with Claude (CC-BY 4.0). Occupation-group average of 2 detailed roles. |
| Academic AI exposure | Not available | Not covered by the Felten AIOE table. |
| Automation-pattern usage | 38% | Measured — the share of observed Claude usage in this occupation where the task is handed over rather than iterated on (Anthropic Economic Index). Occupation-group average of 2 detailed roles. |
| Augmentation-pattern usage | 62% | Measured — the complement of the row above; the two sum to 100% by construction. This is the pattern where the person stays in the loop. |
| Estimated task automation (modelled) | 12% | Modelled from this occupation's measured telemetry composite, mapped through anchors calibrated to Anthropic's published aggregate findings. Our estimate, not per-occupation telemetry. |
| Estimated task reshaping (modelled) | 28% | Share of tasks where AI acts as co-pilot rather than replacement. Modelled from the measured telemetry composite, calibrated to BCG's published aggregate reshaping rates. Our estimate. |
This skill domain has minimal AI substitution risk. AI is primarily augmenting — not replacing — professionals here.
In Canada: NOC 22232
Occupational health and safety specialists and technicians map to NOC 22232 — Occupational health and safety specialists at TEER 2 (College / Apprenticeship 2+ yrs). ESDC's COPS 2024–2033 projection for this unit group is Balance.
Mapped via Statistics Canada's official SOC 2018 → NOC 2016 → NOC 2021 correspondence tables (closest match of several correspondence candidates). Several candidates were available, and this one matched the occupation title on every word — no other did — so the TEER level read off its second digit is reported.
What this job actually involves
These are the O*NET task statements for Occupational health and safety specialists and technicians— the work itself, as reported by people doing the job — grouped by the work activity each task belongs to. Showing 12 of 48, core tasks first.
The exposure figures above are for the occupation as a whole. We do not have a per-task measurement: no published dataset tells us which of these specific tasks AI is doing. Read this as what the job is made of, not as a ranking of what is at risk.
Microsoft's applicability score was itself produced by classifying Copilot conversations against the O*NET work-activity catalogue — the same catalogue these groups come from. The published file gives one number per occupation, not one per activity, so we can tell you that 12% of this occupation's work activities are covered by observed AI usage, but not which ones.
SOC 19-5000 is a BLS occupation group. These statements are pooled across the 2 detailed occupations in it, so a given task may apply to only some of them.
Inspecting Equipment, Structures, or Materials · 4 tasks
Evaluate situations or make determinations when a worker has refused to work on the grounds that danger or potential harm exists.
Core task · Importance 4.2/5 (O*NET) · reported by 1 of 2 occupations in this group
Inspect or evaluate workplace environments, equipment, or practices to ensure compliance with safety standards and government regulations.
Core task · Importance 4.1/5 (O*NET) · reported by 1 of 2 occupations in this group
Investigate the adequacy of ventilation, exhaust equipment, lighting, or other conditions that could affect employee health, comfort, or performance.
Core task · Importance 4.0/5 (O*NET) · reported by 1 of 2 occupations in this group
Test workplaces for environmental hazards, such as exposure to radiation, chemical or biological hazards, or excessive noise.
Core task · Importance 4.0/5 (O*NET) · reported by 1 of 2 occupations in this group
Getting Information · 1 task
Investigate accidents to identify causes or to determine how such accidents might be prevented in the future.
Core task · Importance 4.3/5 (O*NET) · reported by 1 of 2 occupations in this group
Evaluating Information to Determine Compliance with Standards · 1 task
Supply, operate, or maintain personal protective equipment.
Core task · Importance 4.0/5 (O*NET) · reported by 1 of 2 occupations in this group
Thinking Creatively · 1 task
Develop or maintain hygiene programs, such as noise surveys, continuous atmosphere monitoring, ventilation surveys, or asbestos management plans.
Core task · Importance 4.4/5 (O*NET) · reported by 1 of 2 occupations in this group
Performing General Physical Activities · 1 task
Order suspension of activities that pose threats to workers' health or safety.
Core task · Importance 4.4/5 (O*NET) · reported by 1 of 2 occupations in this group
Handling and Moving Objects · 1 task
Collect samples of dust, gases, vapors, or other potentially toxic materials for analysis.
Core task · Importance 4.1/5 (O*NET) · reported by 1 of 2 occupations in this group
Documenting/Recording Information · 1 task
Maintain all required environmental records and documentation.
Core task · Importance 4.0/5 (O*NET) · reported by 1 of 2 occupations in this group
Communicating with Supervisors, Peers, or Subordinates · 1 task
Collaborate with engineers or physicians to institute control or remedial measures for hazardous or potentially hazardous conditions or equipment.
Core task · Importance 4.1/5 (O*NET) · reported by 1 of 2 occupations in this group
Providing Consultation and Advice to Others · 1 task
Recommend measures to help protect workers from potentially hazardous work methods, processes, or materials.
Core task · Importance 4.6/5 (O*NET) · reported by 1 of 2 occupations in this group
Task statements and work activities from the O*NET Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), used under CC BY 4.0. O*NET® is a trademark of USDOL/ETA. USDOL/ETA has not reviewed or approved this material.
That's the average. Is this you?
Everything above describes Occupational health and safety specialists and technicians as a whole. Three questions, and nothing is stored or sent.
Where are you in your career?
What does your week mostly look like?
Is your employer deploying AI?
Where the leverage is
With low AI exposure, the focus for this role is on adopting productivity tools. Leverage AI for scheduling, administrative tasks, and analytics to double operational throughput.
Physical requirements and manual dexterity provide strong natural insulation from AI substitution. AI is primarily a peripheral tool for diagnostics.
Master workflow automation platforms (e.g., Make, Zapier, CRM integrations) to double your output and position for fractional leadership roles.
This guidance is written per exposure band — three texts across all 342 occupations, framed on the ILO's transformation-versus-displacement distinction. It is editorial guidance for the safe band, not an occupation-specific research finding about occupational health and safety specialists and technicians.
Sources for this occupation
Only the sources that hold data for occupational health and safety specialists and technicians are listed. A study that does not cover this occupation is not cited here.
- Microsoft Research — Working with AI (Tomlinson et al., arXiv:2507.07935): Measured AI applicability, from 200,000 anonymised Copilot conversations classified against O*NET work activities.
- Anthropic Economic Index: Measured observed AI usage per occupation, from Anthropic's open per-SOC dataset (CC-BY 4.0).
- O*NET Database 31.0 (USDOL/ETA), CC BY 4.0: The occupation's task statements and work activities, verbatim. Joined on SOC 2018 with no crosswalk — O*NET-SOC is built on SOC — and carrying no claim about which tasks AI touches.
- Anthropic Economic Index — collaboration split (release 2026-06-26, CC-BY 4.0): Measured share of observed Claude usage following an automation rather than an augmentation pattern. This is the second axis of the grouping above.
- Statistics Canada NOC 2021 concordance: Official SOC 2018 → NOC 2016 V1.3 → NOC 2021 V1.0 correspondence tables. TEER is the second digit of the resolved code, so we report it only where the concordance gave a single candidate.
- ESDC COPS 2024–2033: Projected labour-market assessment per NOC 2021 unit group, from the Canadian Occupational Projection System open dataset.
- BCG — AI Will Reshape More Jobs Than It Replaces (April 3, 2026): Published aggregate reshaping rates, used to calibrate our modelled percentages. The per-occupation figures here are our estimates, not BCG's data.
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