Occupation baseline · Research consensus
Will AI replace First-Line Supervisors of Passenger Attendants?
Baseline AI displacement risk for First-Line Supervisors of Passenger Attendants, aggregated from 4 research sources.
What this score means
First-Line Supervisors of Passenger Attendants is among the least exposed roles in Transportation. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 23 out of 100 it scores 3 points above the Transportation average of 20. Across the 4 sources behind this baseline, individual estimates run from 12 to 34, 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 Passenger Attendants, most central first, showing 12 of 19.
- 01Analyze and record personnel or operational data and write related activity reports.
- 02Apply customer feedback to service improvement efforts.
- 03Compute or estimate cash, payroll, transportation, or personnel requirements.
- 04Confer with customers, supervisors, contractors, or other personnel to exchange information or to resolve problems.
- 05Direct or coordinate the activities of workers, such as flight or car attendants.
- 06Enforce safety rules and regulations.
- 07Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers.
- 08Inform workers about interests or special needs of specific groups.
- 09Inspect materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications.
- 10Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.
- 11Meet with managers or other supervisors to stay informed of changes affecting operations.
- 12Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.
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 4 research sources that scored First-Line Supervisors of Passenger Attendants for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 04AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace First-Line Supervisors of Passenger Attendants?
- Published research puts First-Line Supervisors of Passenger Attendants at 23 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 4 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for First-Line Supervisors of Passenger Attendants?
- Only partly. Individual estimates for First-Line Supervisors of Passenger Attendants run from 12 to 34 out of 100 across the 4 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which transportation roles face similar AI exposure?
- The closest published transportation roles to First-Line Supervisors of Passenger Attendants by score are Subway and Streetcar Operators (24/100), Bus Drivers, Transit and Intercity (22/100), and Refuse and Recyclable Material Collectors (22/100). Each has its own page with the research behind its number.
Also covers
Airflight Attendants Supervisor · Airplane Flight Attendant Supervisor · Airplane Pilot Supervisor · Boatswain · Cargo Supervisor · Chief Passenger Ship Steward · Chief Passenger Ship Stewardess · Flight Purser 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 transportation occupations
- Air Traffic Controllers25/100
- Subway and Streetcar Operators24/100
- Bus Drivers, Transit and Intercity22/100
- Refuse and Recyclable Material Collectors22/100
- Bridge and Lock Tenders21/100
- Captains, Mates, and Pilots of Water Vessels21/100
- Laborers and Freight, Stock, and Material Movers, Hand21/100
- Packers and Packagers, Hand21/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.