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Balam Labs
ISCO-08 5111

Travel attendants and travel stewards

10.7%
ADI · 353rd of 433 · 95% interval 3.6–21.2

An AI agent can at least partly carry out 10.7% of the task time of travel attendants and travel stewards, and finish 0.0% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full10.7%

353rd of 433 · interval 3.6–21.2

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time15.4%

352nd of 433 · interval 10.7–20.8

Evidence78

task statements rated by two models and weighted by importance and frequency. World employment: 0.8 million.

Task weight by level

How the tasks rate

66%
23%
11%
L0No meaningful role · 66.4%L1Augmentation · 22.9%L2Partial delegation · 10.8%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence97%
Accountability52%
Trust and care59%
Access to systems80%

Share of task weight flagged by each barrier; a task can carry several.

78 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Walk aisles of planes to verify that passengers have complied with federal regulations prior to takeoffs and landings.Flight Attendants3.4%L0L0L02%8 minPhysical presence, Accountability, Trust and care, Access to systems
Monitor passenger behavior to identify threats to the safety of the crew and other passengers.Flight Attendants3.4%L0L0L04%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Announce and demonstrate safety and emergency procedures, such as the use of oxygen masks, seat belts, and life jackets.Flight Attendants3.3%L0L0L112%8 minPhysical presence, Accountability, Trust and care, Access to systems
Verify that first aid kits and other emergency equipment, including fire extinguishers and oxygen bottles, are in working order.Flight Attendants3.2%L0L0L19%22 minPhysical presence, Accountability, Access to systems
Provide customers with information on routes, gates, prices, timetables, terminals, or concourses.Passenger Attendants · supplemental task3.2%L2L2L260%4 minPhysical presence, Access to systems
Prepare passengers and aircraft for landing, following procedures.Flight Attendants3.2%L0L0L14%18 minPhysical presence, Accountability, Trust and care, Access to systems
Secure passengers for transportation by buckling seatbelts or fastening wheelchairs with tie-down straps.Passenger Attendants3.1%L0L0L01%4 minPhysical presence, Accountability, Trust and care, Access to systems
Determine special assistance needs of passengers, such as small children, the elderly, or persons with disabilities.Flight Attendants2.9%L1L1L228%15 minPhysical presence, Accountability, Trust and care, Access to systems
Respond to passengers' questions, requests, or complaints.Passenger Attendants2.8%L1L1L230%5 minPhysical presence, Trust and care, Access to systems
Provide boarding assistance to elderly, sick, or injured people.Passenger Attendants2.8%L0L0L05%15 minPhysical presence, Accountability, Trust and care, Access to systems
Greet passengers boarding transportation equipment and announce routes and stops.Passenger Attendants · supplemental task2.8%L1L1L222%20 minPhysical presence, Trust and care, Access to systems
Attend preflight briefings concerning weather, altitudes, routes, emergency procedures, crew coordination, lengths of flights, food and beverage services offered, and numbers of passengers.Flight Attendants2.8%L1L1L120%28 minPhysical presence, Accountability, Trust and care, Access to systems
Perform equipment safety checks prior to departure.Passenger Attendants · supplemental task2.7%L0L0L19%20 minPhysical presence, Accountability, Access to systems
Reassure passengers when situations, such as turbulence, are encountered.Flight Attendants2.7%L0L0L03%5 minPhysical presence, Trust and care, Access to systems
Greet passengers boarding aircraft and direct them to assigned seats.Flight Attendants2.7%L0L0L04%16 minPhysical presence, Accountability, Trust and care, Access to systems
Show the other 63 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Conduct periodic trips through the cabin to ensure passenger comfort and to distribute reading material, headphones, pillows, playing cards, and blankets.Flight Attendants2.7%L0L0L02%28 minPhysical presence, Trust and care
Check to ensure that food, beverages, blankets, reading material, emergency equipment, and other supplies are aboard and are in adequate supply.Flight Attendants2.7%L0L0L110%25 minPhysical presence, Accountability, Access to systems
Open and close doors for passengers.Passenger Attendants · supplemental task2.6%L0L0L00%3 minPhysical presence, Accountability, Access to systems
Count and verify tickets and seat reservations and record numbers of passengers boarding and disembarking.Passenger Attendants · supplemental task2.6%L1L1L125%25 minPhysical presence, Accountability, Access to systems
Inspect and clean cabins, checking for any problems and making sure that cabins are in order.Flight Attendants2.6%L0L0L04%22 minPhysical presence, Accountability, Access to systems
Assist passengers entering or disembarking the aircraft.Flight Attendants2.5%L0L0L04%22 minPhysical presence, Accountability, Trust and care, Access to systems
Announce flight delays and descent preparations.Flight Attendants2.5%L1L1L128%3 minPhysical presence, Accountability, Trust and care, Access to systems
Collect money for meals and beverages.Flight Attendants2.4%L0L0L04%9 minPhysical presence, Accountability, Trust and care, Access to systems
Answer passengers' questions about flights, aircraft, weather, travel routes and services, arrival times, or schedules.Flight Attendants2.4%L2L2L252%3 minPhysical presence, Trust and care, Access to systems
Adjust window shades or seat cushions at the request of passengers.Passenger Attendants · supplemental task2.2%L0L0L01%2 minPhysical presence, Trust and care
Explain and demonstrate safety procedures and safety equipment use.Passenger Attendants · supplemental task2.2%L0L0L112%8 minPhysical presence, Accountability, Trust and care, Access to systems
Prepare reports showing places of departure and destination, passenger ticket numbers, meal and beverage inventories, the conditions of cabin equipment, and any problems encountered by passengers.Flight Attendants2.2%L2L2L252%28 minPhysical presence, Accountability, Access to systems
Signal transportation operators to stop or to proceed.Passenger Attendants · supplemental task2.2%L0L0L01%2 minPhysical presence, Accountability, Access to systems
Determine or facilitate seating arrangements.Passenger Attendants2.1%L1L1L232%10 minPhysical presence, Accountability, Trust and care, Access to systems
Operate audio and video systems.Flight Attendants2.1%L0L0L06%12 minPhysical presence, Accountability, Access to systems
Assist passengers in placing carry-on luggage in overhead, garment, or under-seat storage.Flight Attendants2.0%L0L0L02%2 minPhysical presence, Accountability, Trust and care, Access to systems
Inspect passenger tickets to verify information and to obtain destination information.Flight Attendants2.0%L0L0L110%1 minPhysical presence, Trust and care, Access to systems
Heat and serve prepared foods.Flight Attendants2.0%L0L0L02%30 minPhysical presence, Trust and care, Access to systems
Sell alcoholic beverages to passengers.Flight Attendants · supplemental task2.0%L0L0L04%6 minPhysical presence, Accountability, Trust and care, Access to systems
Take inventory of headsets, alcoholic beverages, and money collected.Flight Attendants · supplemental task1.9%L1L1L225%22 minPhysical presence, Accountability, Access to systems
Administer first aid to passengers in distress.Flight Attendants1.8%L0L0L19%20 minPhysical presence, Accountability, Trust and care, Access to systems
Direct and assist passengers in emergency procedures, such as evacuating a plane following an emergency landing.Flight Attendants1.5%L0L0L02%18 minPhysical presence, Accountability, Trust and care, Access to systems
Enforce safety rules and regulations.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L1L1L225%45 minPhysical presence, Accountability, Trust and care, Access to systems
Confer with customers, supervisors, contractors, or other personnel to exchange information or to resolve problems.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L2L2L245%25 minTrust and care, Access to systems
Resolve worker problems or collaborate with employees to assist in problem resolution.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L1L1L230%25 minPhysical presence, Trust and care, Access to systems
Plan work assignments and equipment allocations to meet transportation, operations or production goals.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L2L2L258%1.3 hAccess to systems
Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L2L2L265%45 minAccess to systems
Drive vehicles or operate machines or equipment to complete work assignments or to assist workers.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L0L0L02%3.0 hPhysical presence, Accountability, Access to systems
Interpret transportation or tariff regulations, shipping orders, safety regulations, or company policies and procedures for workers.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L2L2L260%32 minAccountability, Trust and care
Examine, measure, or weigh cargo or materials to determine specific handling requirements.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L1L1L120%18 minPhysical presence, Accountability, Access to systems
Monitor field work to ensure proper performance and use of materials.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L1L1L232%1.3 hPhysical presence, Trust and care, Access to systems
Maintain or verify records of time, materials, expenditures, or crew activities.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L2L2L260%38 minAccountability, Access to systems
Inspect or test materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L1L1L230%45 minPhysical presence, Accountability, Access to systems
Dispatch personnel and vehicles in response to telephone or radio reports of emergencies.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L2L2L248%8 minAccountability, Access to systems
Compute or estimate cash, payroll, transportation, personnel, or storage requirements.First-Line Supervisors of Material-Moving Machine and Vehicle Operators · supplemental task0.2%L2L2L268%1.3 hAccess to systems
Direct workers in transportation or related services, such as pumping, moving, storing, or loading or unloading of materials.First-Line Supervisors of Material-Moving Machine and Vehicle Operators · supplemental task0.2%L1L1L232%2.3 hPhysical presence, Accountability, Trust and care, Access to systems
Assist workers in tasks, such as loading vehicles.First-Line Supervisors of Material-Moving Machine and Vehicle Operators · supplemental task0.2%L0L0L219%30 minPhysical presence, Accountability, Trust and care, Access to systems
Plan and establish schedules.First-Line Supervisors of Material-Moving Machine and Vehicle Operators · supplemental task0.2%L2L2L262%1.8 hAccess to systems
Requisition needed personnel, supplies, equipment, parts, or repair services.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.2%L2L2L262%38 minAccess to systems
Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.1%L1L1L228%1.3 hPhysical presence, Accountability, Trust and care, Access to systems
Perform or schedule repairs or preventive maintenance of vehicles or other equipment.First-Line Supervisors of Material-Moving Machine and Vehicle Operators · supplemental task0.1%L2L2L242%1.3 hPhysical presence, Accountability, Access to systems
Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.1%L2L2L268%52 minAccountability, Access to systems
Recommend and implement measures to improve worker motivation, equipment performance, work methods, or customer services.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.1%L2L2L245%3.3 hPhysical presence, Trust and care, Access to systems
Recommend or implement personnel actions, such as employee selection, evaluation, rewards, or disciplinary actions.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.1%L2L2L255%1.5 hAccountability, Trust and care, Access to systems
Apply customer feedback to service improvement efforts.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L2L2L258%2.0 hTrust and care, Access to systems
Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L122%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Train workers in proper operational procedures and functions and explain company policies.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L242%1.5 hPhysical presence, Accountability, Trust and care
Take disciplinary action to address performance problems.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L238%1.5 hAccountability, Trust and care, Access to systems
Resolve customer complaints regarding worker performance or services rendered.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L2L2L252%35 minAccountability, Trust and care, Access to systems
Requisition necessary supplies, equipment, or services.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L2L2L262%38 minAccess to systems
Recruit and hire staff members.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L2L2L258%6.0 hAccountability, Trust and care, Access to systems
Recommend and implement measures to improve worker motivation, work methods, or customer services.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L242%3.5 hTrust and care, Access to systems
Participate in continuing education to stay abreast of industry trends and developments.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L250%1.8 h–
Meet with managers or other supervisors to stay informed of changes affecting operations.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L228%52 minPhysical presence, Trust and care, Access to systems
Compute or estimate cash, payroll, transportation, or personnel requirements.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L2L2L268%1.0 hAccess to systems
Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L115%35 minPhysical presence, Accountability, Access to systems
Inspect materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L120%45 minPhysical presence, Accountability, Access to systems
Inform workers about interests or special needs of specific groups.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L2L2L260%30 minTrust and care, Access to systems
Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L232%1.0 hPhysical presence, Accountability, Trust and care
Enforce safety rules and regulations.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L230%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Direct or coordinate the activities of workers, such as flight or car attendants.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L1L1L230%4.5 hPhysical presence, Accountability, Trust and care, Access to systems
Confer with customers, supervisors, contractors, or other personnel to exchange information or to resolve problems.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L2L2L242%25 minPhysical presence, Trust and care, Access to systems
Analyze and record personnel or operational data and write related activity reports.First-Line Supervisors of Passenger Attendants · supplemental task0.1%L2L2L270%1.5 hAccess to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentile
ADI (this index)10.7%19
Eloundou et al. (2024), GPT exposure β0.20335
Felten et al. (2021), AI occupational exposure-0.56238
Webb (2020), AI patent exposure7.2693
Eisfeldt et al. (2026), generative AI exposure0.13244
Anthropic Economic Index, observed use0.09169

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (51)

Neighbouring occupations

Dashed line: travel attendants and travel stewards (10.7%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Travel attendants and travel stewards (ISCO-08 5111), https://balamlabs.org/adi/occupations/5111

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Travel attendants and travel stewards (ISCO-08 5111)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/5111.json.