Occupation baseline · Research consensus
Will AI replace First-Line Supervisors of Firefighting and Prevention Workers?
Baseline AI displacement risk for First-Line Supervisors of Firefighting and Prevention Workers, aggregated from 5 research sources.
What this score means
First-Line Supervisors of Firefighting and Prevention Workers is among the least exposed roles in Public Sector / Government. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 18 out of 100 it scores 5 points below the Public Sector / Government average of 23. Across the 5 sources behind this baseline, individual estimates run from 5 to 41, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for First-Line Supervisors of Firefighting and Prevention Workers, most central first, showing 12 of 30.
- 01Assign firefighters to jobs at strategic locations to facilitate rescue of persons and maximize application of extinguishing agents.
- 02Provide emergency medical services as required, and perform light to heavy rescue functions at emergencies.
- 03Assess nature and extent of fire, condition of building, danger to adjacent buildings, and water supply status to determine crew or company requirements.
- 04Communicate fire details to superiors, subordinates, or interagency dispatch centers, using two-way radios.
- 05Serve as a working leader of an engine, hand, helicopter, or prescribed fire crew of three or more firefighters.
- 06Instruct and drill fire department personnel in assigned duties, including firefighting, medical care, hazardous materials response, fire prevention, and related subjects.
- 07Maintain fire suppression equipment in good condition, checking equipment periodically to ensure that it is ready for use.
- 08Evaluate the performance of assigned firefighting personnel.
- 09Direct the training of firefighters, assigning of instructors to training classes, and providing of supervisors with reports on training progress and status.
- 10Perform maintenance and minor repairs on firefighting equipment, including vehicles, and write and submit proposals to modify, replace, and repair equipment.
- 11Schedule employee work assignments and set work priorities.
- 12Monitor fire suppression expenditures to ensure that they are necessary and reasonable.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 5 research sources that scored First-Line Supervisors of Firefighting and Prevention Workers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace First-Line Supervisors of Firefighting and Prevention Workers?
- Published research puts First-Line Supervisors of Firefighting and Prevention Workers at 18 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for First-Line Supervisors of Firefighting and Prevention Workers?
- Only partly. Individual estimates for First-Line Supervisors of Firefighting and Prevention Workers run from 5 to 41 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which public sector / government roles face similar AI exposure?
- The closest published public sector / government roles to First-Line Supervisors of Firefighting and Prevention Workers by score are Correctional Officers and Jailers (18/100), First-Line Supervisors of Correctional Officers (18/100), and Forest Fire Inspectors and Prevention Specialists (18/100). Each has its own page with the research behind its number.
Also covers
Battalion Chief · Captain · Chief · Crew Boss · Crew Chief · Damage Prevention Coordinator · Deputy Fire Marshal · District Fire Management Officer and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More public sector / government occupations
- Crossing Guards and Flaggers21/100
- Animal Control Workers19/100
- Fire Inspectors and Investigators19/100
- Correctional Officers and Jailers18/100
- First-Line Supervisors of Correctional Officers18/100
- Forest Fire Inspectors and Prevention Specialists18/100
- Transit and Railroad Police18/100
- Fish and Game Wardens17/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.