Bus and tram drivers
An AI agent can at least partly carry out 14.1% of the task time of bus and tram drivers, and finish 0.0% alone. The barrier that holds most of the rest back is access to the systems the work runs on.
330th of 433 · interval 7.0–22.9
201st of 433 · interval 0.0–0.0
325th of 433 · interval 14.1–24.5
task statements rated by two models and weighted by importance and frequency. World employment: 13.0 million.
How the tasks rate
What stops the agent
Share of task weight flagged by each barrier; a task can carry several.
| Task statement (O*NET occupation) | Weight | Level | Sonnet · Haiku | Share | Human time | Barriers |
|---|---|---|---|---|---|---|
| Drive vehicles over specified routes or to specified destinations according to time schedules, complying with traffic regulations to ensure that passengers have a smooth and safe ride.Bus Drivers, Transit and Intercity | 3.0% | L0 | L0L0 | 3% | 4.5 h | Physical presence, Accountability, Trust and care, Access to systems |
| Park vehicles at loading areas so that passengers can board.Bus Drivers, Transit and Intercity | 2.9% | L0 | L0L0 | 1% | 4 min | Physical presence, Accountability, Access to systems |
| Announce stops to passengers.Bus Drivers, Transit and Intercity | 2.7% | L1 | L1L2 | 50% | 1 min | Physical presence, Access to systems |
| Comply with traffic regulations to operate vehicles in a safe and courteous manner.Bus Drivers, School | 2.7% | L0 | L0L1 | 5% | 3.4 h | Physical presence, Accountability, Trust and care, Access to systems |
| Collect tickets or cash fares from passengers.Bus Drivers, Transit and Intercity | 2.6% | L0 | L0L0 | 4% | 1 min | Physical presence, Accountability, Trust and care, Access to systems |
| Follow safety rules as students board and exit buses or cross streets near bus stops.Bus Drivers, School | 2.5% | L0 | L0L0 | 4% | 10 min | Physical presence, Accountability, Trust and care, Access to systems |
| Regulate heating, lighting, and ventilating systems for passenger comfort.Bus Drivers, Transit and Intercity | 2.5% | L0 | L0L0 | 2% | 2 min | Physical presence, Access to systems |
| Pick up and drop off students at regularly scheduled neighborhood locations, following strict time schedules.Bus Drivers, School | 2.5% | L0 | L0L0 | 4% | 1.3 h | Physical presence, Accountability, Trust and care, Access to systems |
| Drive gasoline, diesel, or electrically powered multi-passenger vehicles to transport students between neighborhoods, schools, and school activities.Bus Drivers, School | 2.4% | L0 | L0L0 | 2% | 2.5 h | Physical presence, Accountability, Trust and care, Access to systems |
| Check the condition of a vehicle's tires, brakes, windshield wipers, lights, oil, fuel, water, and safety equipment to ensure that everything is in working order.Bus Drivers, School | 2.4% | L0 | L0L1 | 12% | 18 min | Physical presence, Accountability, Access to systems |
| Inspect vehicles and check gas, oil, and water levels prior to departure.Bus Drivers, Transit and Intercity | 2.4% | L0 | L0L0 | 8% | 15 min | Physical presence, Accountability, Access to systems |
| Assist passengers, such as elderly or individuals with disabilities, on and off bus, ensure they are seated properly, help carry baggage, and answer questions about bus schedules or routes.Bus Drivers, Transit and Intercity | 2.4% | L0 | L0L0 | 6% | 6 min | Physical presence, Accountability, Trust and care |
| Monitor lights indicating obstructions or other trains ahead and watch for car and truck traffic at crossings to stay alert to potential hazards.Subway and Streetcar Operators | 2.2% | L0 | L0L0 | 4% | 4.3 h | Physical presence, Accountability, Access to systems |
| Operate controls to open and close transit vehicle doors.Subway and Streetcar Operators | 2.2% | L0 | L0L0 | 1% | 1 min | Physical presence, Accountability, Access to systems |
| Drive and control rail-guided public transportation, such as subways, elevated trains, and electric-powered streetcars, trams, or trolleys, to transport passengers.Subway and Streetcar Operators | 2.2% | L0 | L0L0 | 5% | 4.4 h | Physical presence, Accountability, Access to systems |
Show the other 93 tasks
| Task statement (O*NET occupation) | Weight | Level | Sonnet · Haiku | Share | Human time | Barriers |
|---|---|---|---|---|---|---|
| Record information, such as cash receipts and ticket fares, and maintain log book.Bus Drivers, Transit and Intercity | 2.2% | L1 | L1L2 | 32% | 15 min | Physical presence, Accountability, Access to systems |
| Advise passengers to be seated and orderly while on vehicles.Bus Drivers, Transit and Intercity | 2.2% | L0 | L0L0 | 4% | 2 min | Physical presence, Accountability, Trust and care, Access to systems |
| Maintain order among students during trips to ensure safety.Bus Drivers, School | 2.2% | L0 | L0L0 | 4% | 38 min | Physical presence, Accountability, Trust and care, Access to systems |
| Regulate vehicle speed and the time spent at each stop to maintain schedules.Subway and Streetcar Operators | 2.1% | L0 | L0L0 | 5% | 4.4 h | Physical presence, Accountability, Access to systems |
| Maintain cleanliness of bus or motor coach.Bus Drivers, Transit and Intercity | 2.1% | L0 | L0L0 | 4% | 22 min | Physical presence, Access to systems |
| Read maps to plan bus routes.Bus Drivers, Transit and Intercity · supplemental task | 2.1% | L2 | L2L2 | 62% | 1.8 h | Access to systems |
| Report delays or accidents.Bus Drivers, Transit and Intercity | 2.0% | L1 | L1L2 | 40% | 12 min | Physical presence, Accountability, Access to systems |
| Regulate heating, lighting, and ventilation systems for student comfort.Bus Drivers, School | 2.0% | L0 | L0L0 | 3% | 4 min | Physical presence, Accountability, Trust and care, Access to systems |
| Prepare and submit reports that may include the number of students or trips, hours worked, mileage, or fuel consumption.Bus Drivers, School | 2.0% | L2 | L2L2 | 65% | 40 min | Accountability, Access to systems |
| Escort small children across roads and highways.Bus Drivers, School · supplemental task | 1.9% | L0 | L0L0 | 2% | 8 min | Physical presence, Accountability, Trust and care |
| Keep bus interiors clean for students.Bus Drivers, School | 1.9% | L0 | L0L1 | 6% | 25 min | Physical presence |
| Report delays, mechanical problems, and emergencies to supervisors or dispatchers, using radios.Subway and Streetcar Operators | 1.8% | L1 | L1L1 | 18% | 3 min | Physical presence, Accountability, Access to systems |
| Make announcements to passengers, such as notifications of upcoming stops or schedule delays.Subway and Streetcar Operators | 1.8% | L2 | L2L2 | 60% | 2 min | Physical presence, Access to systems |
| Handle passenger emergencies or disruptions.Bus Drivers, Transit and Intercity | 1.8% | L0 | L0L2 | 19% | 25 min | Physical presence, Accountability, Trust and care, Access to systems |
| Load and unload baggage in baggage compartments.Bus Drivers, Transit and Intercity · supplemental task | 1.8% | L0 | L0L0 | 2% | 12 min | Physical presence, Access to systems |
| Record bus routes.Bus Drivers, School | 1.8% | L2 | L2L2 | 50% | 30 min | Physical presence, Access to systems |
| Greet passengers, provide information, and answer questions concerning fares, schedules, transfers, and routings.Subway and Streetcar Operators | 1.7% | L1 | L1L2 | 38% | 2 min | Physical presence, Trust and care, Access to systems |
| Report any bus malfunctions or needed repairs.Bus Drivers, School | 1.7% | L1 | L1L2 | 38% | 10 min | Physical presence, Accountability, Access to systems |
| Report delays, accidents, or other traffic and transportation situations, using telephones or mobile two-way radios.Bus Drivers, School | 1.6% | L1 | L1L1 | 20% | 3 min | Physical presence, Trust and care, Access to systems |
| Read maps and follow written and verbal geographic directions.Bus Drivers, School | 1.6% | L1 | L1L2 | 35% | 15 min | Physical presence, Accountability |
| Maintain knowledge of first-aid procedures.Bus Drivers, School | 1.5% | L1 | L1L2 | 32% | 1.5 h | Physical presence, Accountability |
| Report delinquent student behaviors to school administration.Bus Drivers, School | 1.1% | L1 | L1L2 | 32% | 12 min | Physical presence, Accountability, Access to systems |
| Complete reports, including shift summaries and incident or accident reports.Subway and Streetcar Operators | 1.0% | L2 | L2L2 | 65% | 30 min | Accountability, Access to systems |
| Make minor repairs to vehicles.Bus Drivers, School · supplemental task | 0.9% | L0 | L0L1 | 10% | 38 min | Physical presence, Accountability, Access to systems |
| Comply with traffic regulations to operate vehicles in a safe and courteous manner.Shuttle Drivers and Chauffeurs | 0.8% | L0 | L0L0 | 2% | 4.3 h | Physical presence, Accountability, Trust and care, Access to systems |
| Follow relevant safety regulations and state laws governing vehicle operation, and ensure that passengers follow safety regulations.Shuttle Drivers and Chauffeurs | 0.8% | L0 | L0L1 | 12% | 5.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Provide passengers with assistance entering and exiting vehicles, and help them with any luggage.Shuttle Drivers and Chauffeurs | 0.7% | L0 | L0L0 | 2% | 4 min | Physical presence, Trust and care |
| Pick up and drop off passengers at regularly scheduled neighborhood locations, following strict time schedules.Shuttle Drivers and Chauffeurs | 0.7% | L0 | L0L1 | 6% | 52 min | Physical presence, Accountability, Trust and care, Access to systems |
| Communicate with dispatchers by radio, telephone, or computer to exchange information and receive requests for passenger service.Shuttle Drivers and Chauffeurs | 0.7% | L2 | L2L2 | 38% | 3 min | Physical presence, Access to systems |
| Pick up or meet passengers according to requests, appointments, or schedules.Shuttle Drivers and Chauffeurs | 0.7% | L1 | L1L1 | 12% | 30 min | Physical presence, Accountability, Trust and care, Access to systems |
| Drive shuttle busses, limousines, company cars, or privately owned vehicles to transport passengers.Shuttle Drivers and Chauffeurs | 0.7% | L0 | L0L0 | 1% | 1.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Check the condition of a vehicle's tires, brakes, windshield wipers, lights, oil, fuel, water, and safety equipment to ensure that everything is in working order.Shuttle Drivers and Chauffeurs | 0.7% | L0 | L0L0 | 5% | 18 min | Physical presence, Accountability, Access to systems |
| Operate vehicles with specialized equipment, such as wheelchair lifts, to transport and secure passengers with special needs.Shuttle Drivers and Chauffeurs | 0.7% | L0 | L0L0 | 4% | 35 min | Physical presence, Accountability, Trust and care, Access to systems |
| Test vehicle equipment, such as lights, brakes, horns, or windshield wipers, to ensure proper operation.Shuttle Drivers and Chauffeurs | 0.7% | L0 | L0L0 | 4% | 10 min | Physical presence, Accountability, Access to systems |
| Arrange to pick up particular customers or groups on a regular schedule.Shuttle Drivers and Chauffeurs | 0.7% | L2 | L2L3 | 72% | 38 min | Trust and care |
| Prepare and submit reports that may include the number of passengers or trips, hours worked, mileage driven fuel consumed, or fares received.Shuttle Drivers and Chauffeurs | 0.7% | L2 | L2L3 | 72% | 20 min | Access to systems |
| Collect fares or vouchers from passengers, and make change or issue receipts as necessary.Shuttle Drivers and Chauffeurs · supplemental task | 0.7% | L0 | L0L1 | 12% | 2 min | Physical presence, Accountability, Trust and care, Access to systems |
| Perform routine vehicle maintenance, such as regulating tire pressure and adding gasoline, oil, and water.Shuttle Drivers and Chauffeurs | 0.6% | L0 | L0L0 | 4% | 15 min | Physical presence, Access to systems |
| Direct emergency evacuation procedures.Subway and Streetcar Operators | 0.6% | L0 | L0L1 | 8% | 38 min | Physical presence, Accountability, Trust and care, Access to systems |
| Report delays, accidents, or other traffic and transportation situations, using telephones or mobile two-way radios.Shuttle Drivers and Chauffeurs | 0.6% | L1 | L1L2 | 32% | 4 min | Physical presence, Access to systems |
| Read maps and follow written and verbal geographic directions.Shuttle Drivers and Chauffeurs | 0.6% | L1 | L1L2 | 40% | 22 min | Physical presence, Accountability, Access to systems |
| Regulate heating, lighting, and ventilation systems for passenger comfort.Shuttle Drivers and Chauffeurs | 0.6% | L0 | L0L0 | 2% | 4 min | Physical presence, Trust and care, Access to systems |
| Notify dispatchers or company mechanics of vehicle problems.Shuttle Drivers and Chauffeurs | 0.6% | L1 | L1L2 | 40% | 8 min | Physical presence, Access to systems |
| Report any vehicle malfunctions or needed repairs.Shuttle Drivers and Chauffeurs | 0.6% | L2 | L2L2 | 45% | 10 min | Physical presence, Accountability, Access to systems |
| Record vehicle routes.Shuttle Drivers and Chauffeurs | 0.5% | L2 | L2L3 | 68% | 12 min | Access to systems |
| Attend meetings on driver and passenger safety to learn ways in which job performance might be affected.Subway and Streetcar Operators | 0.5% | L1 | L1L1 | 30% | 1.3 h | Physical presence, Access to systems |
| Perform errands for customers or employers, such as delivering or picking up mail and packages.Shuttle Drivers and Chauffeurs · supplemental task | 0.5% | L1 | L1L2 | 18% | 52 min | Physical presence, Trust and care, Access to systems |
| Maintain knowledge of first-aid procedures.Shuttle Drivers and Chauffeurs | 0.5% | L1 | L1L2 | 40% | 1.5 h | Physical presence, Accountability |
| Provide passengers with information or advice about the local area, points of interest, hotels, or restaurants.Shuttle Drivers and Chauffeurs | 0.5% | L2 | L2L2 | 52% | 8 min | Physical presence, Trust and care |
| Vacuum and clean interiors, and wash and polish exteriors of automobiles.Shuttle Drivers and Chauffeurs | 0.4% | L0 | L0L0 | 0% | 52 min | Physical presence |
| Complete accident reports when necessary.Shuttle Drivers and Chauffeurs | 0.4% | L2 | L2L2 | 52% | 30 min | Physical presence, Accountability, Access to systems |
| Perform minor vehicle repairs, such as cleaning spark plugs, or take vehicles to mechanics for servicing.Shuttle Drivers and Chauffeurs · supplemental task | 0.4% | L1 | L1L1 | 15% | 1.3 h | Physical presence, Accountability, Access to systems |
| Enforce safety rules and regulations.First-Line Supervisors of Material-Moving Machine and Vehicle Operators | 0.1% | L1 | L1L2 | 25% | 45 min | Physical 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 Operators | 0.1% | L2 | L2L2 | 45% | 25 min | Trust 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 Operators | 0.1% | L1 | L1L2 | 30% | 25 min | Physical 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 Operators | 0.1% | L2 | L2L2 | 58% | 1.3 h | Access 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 Operators | 0.1% | L2 | L2L2 | 65% | 45 min | Access 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 Operators | 0.1% | L0 | L0L0 | 2% | 3.0 h | Physical 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 Operators | 0.1% | L2 | L2L2 | 60% | 32 min | Accountability, Trust and care |
| Examine, measure, or weigh cargo or materials to determine specific handling requirements.First-Line Supervisors of Material-Moving Machine and Vehicle Operators | 0.1% | L1 | L1L1 | 20% | 18 min | Physical 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 Operators | 0.1% | L1 | L1L2 | 32% | 1.3 h | Physical 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 Operators | 0.1% | L2 | L2L2 | 60% | 38 min | Accountability, 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 Operators | 0.1% | L1 | L1L2 | 30% | 45 min | Physical 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 Operators | 0.1% | L2 | L2L2 | 48% | 8 min | Accountability, Access to systems |
| Compute or estimate cash, payroll, transportation, personnel, or storage requirements.First-Line Supervisors of Material-Moving Machine and Vehicle Operators · supplemental task | 0.1% | L2 | L2L2 | 68% | 1.3 h | Access to systems |
| Plan and establish schedules.First-Line Supervisors of Material-Moving Machine and Vehicle Operators · supplemental task | 0.1% | L2 | L2L2 | 62% | 1.8 h | Access 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 task | 0.1% | L1 | L1L2 | 32% | 2.3 h | Physical 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 task | 0.1% | L0 | L0L2 | 19% | 30 min | Physical presence, Accountability, Trust and care, Access to systems |
| Requisition needed personnel, supplies, equipment, parts, or repair services.First-Line Supervisors of Material-Moving Machine and Vehicle Operators | 0.1% | L2 | L2L2 | 62% | 38 min | Access 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 Operators | 0.1% | L1 | L1L2 | 28% | 1.3 h | Physical 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 task | 0.1% | L2 | L2L2 | 42% | 1.3 h | Physical 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 Operators | 0.1% | L2 | L2L2 | 68% | 52 min | Accountability, 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 Operators | 0.1% | L2 | L2L2 | 45% | 3.3 h | Physical 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 Operators | 0.1% | L2 | L2L2 | 55% | 1.5 h | 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 task | 0.1% | L1 | L1L2 | 42% | 1.5 h | Physical presence, Accountability, Trust and care |
| Take disciplinary action to address performance problems.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L1 | L1L2 | 38% | 1.5 h | Accountability, 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 task | 0.1% | L2 | L2L2 | 70% | 1.5 h | Access to systems |
| Resolve customer complaints regarding worker performance or services rendered.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L2 | L2L2 | 52% | 35 min | Accountability, Trust and care, Access to systems |
| Requisition necessary supplies, equipment, or services.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L2 | L2L2 | 62% | 38 min | Access to systems |
| Recruit and hire staff members.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L2 | L2L2 | 58% | 6.0 h | Accountability, 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 task | 0.1% | L1 | L1L2 | 42% | 3.5 h | Trust and care, Access to systems |
| Participate in continuing education to stay abreast of industry trends and developments.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L1 | L1L2 | 50% | 1.8 h | – |
| Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L1 | L1L1 | 22% | 1.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Meet with managers or other supervisors to stay informed of changes affecting operations.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L1 | L1L2 | 28% | 52 min | Physical presence, Trust and care, Access 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 task | 0.1% | L1 | L1L1 | 15% | 35 min | Physical presence, Accountability, Access to systems |
| Inform workers about interests or special needs of specific groups.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L2 | L2L2 | 60% | 30 min | Trust 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 task | 0.1% | L1 | L1L2 | 32% | 1.0 h | Physical presence, Accountability, Trust and care |
| Enforce safety rules and regulations.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L1 | L1L2 | 30% | 1.0 h | Physical 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 task | 0.1% | L1 | L1L2 | 30% | 4.5 h | Physical 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 task | 0.1% | L2 | L2L2 | 42% | 25 min | Physical presence, Trust and care, Access to systems |
| Compute or estimate cash, payroll, transportation, or personnel requirements.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L2 | L2L2 | 68% | 1.0 h | Access to systems |
| Apply customer feedback to service improvement efforts.First-Line Supervisors of Passenger Attendants · supplemental task | 0.1% | L2 | L2L2 | 58% | 2.0 h | Trust and care, 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 task | 0.1% | L1 | L1L1 | 20% | 45 min | Physical presence, Accountability, Access 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.
Exposure is not delegation
| Measure | Value | Percentile |
|---|---|---|
| ADI (this index) | 14.1% | 24 |
| Eloundou et al. (2024), GPT exposure β | 0.275 | 46 |
| Felten et al. (2021), AI occupational exposure | -0.451 | 41 |
| Webb (2020), AI patent exposure | 53.927 | 45 |
| Eisfeldt et al. (2026), generative AI exposure | 0.11 | 40 |
| Anthropic Economic Index, observed use | 0 | 16 |
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.
Neighbouring occupations
| Occupation | ADI | % |
|---|---|---|
| Motorcycle drivers 8321 | 39.2 | |
| Railway brake, signal and switch operators 8312 | 23.1 | |
| Heavy truck and lorry drivers 8332 | 21.6 | |
| Crane, hoist and related plant operators 8343 | 13.1 | |
| Car, taxi and van drivers 8322 | 12.6 | |
| Mobile farm and forestry plant operators 8341 | 11.8 | |
| Locomotive engine drivers 8311 | 9.8 | |
| Ships’ deck crews and related workers 8350 | 5.7 | |
| Lifting truck operators 8344 | 4.2 | |
| Earthmoving and related plant operators 8342 | 1.8 |
Dashed line: bus and tram drivers (14.1%).
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: Bus and tram drivers (ISCO-08 8331), https://balamlabs.org/adi/occupations/8331
@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: Bus and tram drivers (ISCO-08 8331)}
}The same record as static JSON, with its citation: /adi/v2026.1/isco/8331.json.