Recommend improvements to increase safety or reduce risks.

Recommend improvements to increase safety or reduce risks. is a detailed work activity in O*NET — a concrete unit of work shared across 5 occupations and seen in 6 occupation-specific tasks. It rolls up into the broader work activity Advise others on workplace health or safety issues. in Providing Consultation and Advice to Others .

Detailed work activities are the most granular shared layer in O*NET's work-activity hierarchy (Generalized → Intermediate → Detailed → occupation-specific task). The figures below describe how this activity shows up across the economy and what independent studies measure about AI and this kind of work — not a prediction that the work will be automated.

AI exposure

Of the 6 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 5 (83%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

The Anthropic Economic Index observes real AI use on 1 of these tasks, with a mean mapped-usage share of 0.004% per task.

Exposure estimates overlap with model capabilities — whether a model could speed the task up — not whether the work will be done by software. Observed AI use is augmentation and assistance today, not jobs replaced.

Member tasks

Occupation-specific tasks O*NET maps to this detailed work activity, most important first.

• Recommend methods to reduce potential financial fraud losses. · Retail Loss Prevention Specialists · importance 4.2 · exposure with tools
• Recommend new or improved processes or equipment to reduce risk exposure. · Retail Loss Prevention Specialists · importance 3.9 · exposure with tools
• Recommend equipment modifications or new equipment purchases. · First-Line Supervisors of Firefighting and Prevention Workers · importance 3.7 · exposure with tools
• Recommend changes to fire prevention, inspection, and fire code endorsement procedures. · Fire Inspectors and Investigators · importance 3.7 · exposure with tools
• Inform citizens of community services and recommend options to facilitate longer-term problem resolution. · Police and Sheriff's Patrol Officers · importance 3.6 · exposure with tools
• Inspect forest tracts and logging areas for fire hazards such as accumulated wastes or mishandling of combustibles, and recommend appropriate fire prevention measures. · Forest Fire Inspectors and Prevention Specialists · importance 3.2 · no direct exposure

Occupations that perform this

• Retail Loss Prevention Specialists
• First-Line Supervisors of Firefighting and Prevention Workers
• Fire Inspectors and Investigators
• Police and Sheriff's Patrol Officers
• Forest Fire Inspectors and Prevention Specialists

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-recommend-improvements-to-increase-safety-or-reduce-risks,
  title  = {Recommend improvements to increase safety or reduce risks.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/detailed-activities/recommend-improvements-to-increase-safety-or-reduce-risks}
}