Direct fire fighting or prevention activities.

Direct fire fighting or prevention activities. is a detailed work activity in O*NET — a concrete unit of work shared across 5 occupations and seen in 14 occupation-specific tasks. It rolls up into the broader work activity Direct security or safety activities or operations. in Guiding, Directing, and Motivating Subordinates .

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 14 tasks under this activity that the OpenAI / Eloundou “GPTs are GPTs” study rated, 5 (36%) are flagged as directly exposed to language models (E1) or exposed via model-powered tools (E2).

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.

• Assign firefighters to jobs at strategic locations to facilitate rescue of persons and maximize application of extinguishing agents. · First-Line Supervisors of Firefighting and Prevention Workers · importance 4.7 · no direct exposure
• Serve as a working leader of an engine, hand, helicopter, or prescribed fire crew of three or more firefighters. · First-Line Supervisors of Firefighting and Prevention Workers · importance 4.5 · no direct exposure
• Direct crews working on firelines during forest fires. · Forest Fire Inspectors and Prevention Specialists · importance 4.3 · no direct exposure
• Monitor fire suppression expenditures to ensure that they are necessary and reasonable. · First-Line Supervisors of Firefighting and Prevention Workers · importance 4.1 · exposure with tools
• Supervise staff, training them, planning their work, and evaluating their performance. · Fire Inspectors and Investigators · importance 3.9 · no direct exposure
• Direct firefighters in station maintenance duties, and participate in these duties. · First-Line Supervisors of Firefighting and Prevention Workers · importance 3.9 · no direct exposure
• Direct maintenance and repair of firefighting equipment, or requisition new equipment. · Forest Fire Inspectors and Prevention Specialists · importance 3.9 · no direct exposure
• Recommend personnel actions related to disciplinary procedures, performance, leaves of absence, and grievances. · First-Line Supervisors of Firefighting and Prevention Workers · importance 3.9 · direct LLM exposure
• Develop and coordinate fire prevention programs, such as false alarm billing, fire inspection reporting, and hazardous materials management. · Fire Inspectors and Investigators · importance 3.8 · exposure with tools
• Help direct rescue or firefighting operations in the event of a fire or an explosion. · Occupational Health and Safety Technicians · importance 3.7 · no direct exposure
• Supervise and participate in the inspection of properties to ensure that they are in compliance with applicable fire codes, ordinances, laws, regulations, and standards. · First-Line Supervisors of Firefighting and Prevention Workers · importance 3.6 · exposure with tools
• Administer regulations regarding sanitation, fire prevention, violation corrections, and related forest regulations. · Forest Fire Inspectors and Prevention Specialists · importance 3.6 · no direct exposure
• Plan or implement special safety or preventive programs, such as fire or accident prevention. · Transit and Railroad Police · importance 3.4 · exposure with tools
• Plan, direct, and supervise prescribed burn projects. · First-Line Supervisors of Firefighting and Prevention Workers · no direct exposure

Occupations that perform this

• First-Line Supervisors of Firefighting and Prevention Workers
• Forest Fire Inspectors and Prevention Specialists
• Fire Inspectors and Investigators
• Occupational Health and Safety Technicians
• Transit and Railroad Police

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
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

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

@misc{singulariki-direct-fire-fighting-or-prevention-activities,
  title  = {Direct fire fighting or prevention activities.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/detailed-activities/direct-fire-fighting-or-prevention-activities}
}