Occupation baseline · Research consensus
Will AI replace Fire Inspectors and Investigators?
Baseline AI displacement risk for Fire Inspectors and Investigators, aggregated from 5 research sources.
What this score means
Fire Inspectors and Investigators 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 19 out of 100 it scores 4 points below the Public Sector / Government average of 23. Across the 5 sources behind this baseline, individual estimates run from 5 to 39, 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 Fire Inspectors and Investigators, most central first, showing 12 of 30.
- 01Prepare and maintain reports of investigation results, and records of convicted arsonists and arson suspects.
- 02Testify in court cases involving fires, suspected arson, and false alarms.
- 03Package collected pieces of evidence in securely closed containers, such as bags, crates, or boxes, to protect them.
- 04Conduct inspections and acceptance testing of newly installed fire protection systems.
- 05Analyze evidence and other information to determine probable cause of fire or explosion.
- 06Photograph damage and evidence related to causes of fires or explosions to document investigation findings.
- 07Inspect buildings to locate hazardous conditions and fire code violations, such as accumulations of combustible material, electrical wiring problems, and inadequate or non-functional fire exits.
- 08Examine fire sites and collect evidence such as glass, metal fragments, charred wood, and accelerant residue for use in determining the cause of a fire.
- 09Instruct children about the dangers of fire.
- 10Conduct fire code compliance follow-ups to ensure that corrective actions have been taken in cases where violations were found.
- 11Inspect properties that store, handle, and use hazardous materials to ensure compliance with laws, codes, and regulations, and issue hazardous materials permits to facilities found in compliance.
- 12Write detailed reports of fire inspections performed, fire code violations observed, and corrective recommendations offered.
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 Fire Inspectors and Investigators 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 Fire Inspectors and Investigators?
- Published research puts Fire Inspectors and Investigators at 19 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 Fire Inspectors and Investigators?
- Only partly. Individual estimates for Fire Inspectors and Investigators run from 5 to 39 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 Fire Inspectors and Investigators by score are Animal Control Workers (19/100), Correctional Officers and Jailers (18/100), and First-Line Supervisors of Correctional Officers (18/100). Each has its own page with the research behind its number.
Also covers
Alarm Inspector · Alarm Sprinkler Inspector · Arson Investigator · Arson and Bomb Investigator · Bomb Investigator · Building Inspector · Canine Handler (K9 Handler) · Certified Fire Investigator (CFI) and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More public sector / government occupations
- Crossing Guards and Flaggers21/100
- First-Line Supervisors of Police and Detectives21/100
- Animal Control Workers19/100
- Correctional Officers and Jailers18/100
- First-Line Supervisors of Correctional Officers18/100
- First-Line Supervisors of Firefighting and Prevention Workers18/100
- Forest Fire Inspectors and Prevention Specialists18/100
- Transit and Railroad Police18/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.