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Balam Labs
ISCO-08 8311

Locomotive engine drivers

9.8%
ADI · 362nd of 433 · 95% interval 4.3–16.7

An AI agent can at least partly carry out 9.8% of the task time of locomotive engine drivers, 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 full9.8%

362nd of 433 · interval 4.3–16.7

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time15.1%

356th of 433 · interval 11.4–19.1

Evidence139

task statements rated by two models and weighted by importance and frequency. World employment: 0.6 million.

Task weight by level

How the tasks rate

70%
21%
10%
L0No meaningful role · 69.6%L1Augmentation · 20.6%L2Partial delegation · 9.8%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence93%
Accountability73%
Trust and care11%
Access to systems91%

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

139 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Monitor gauges or meters that measure speed, amperage, battery charge, or air pressure in brake lines or in main reservoirs.Locomotive Engineers2.5%L1L1L118%4.5 hPhysical presence, Accountability, Access to systems
Interpret train orders, signals, or railroad rules and regulations that govern the operation of locomotives.Locomotive Engineers2.5%L1L1L242%12 minPhysical presence, Accountability, Access to systems
Observe tracks to detect obstructions.Locomotive Engineers2.4%L0L0L05%4.1 hPhysical presence, Accountability, Access to systems
Receive starting signals from conductors and use controls such as throttles or air brakes to drive electric, diesel-electric, steam, or gas turbine-electric locomotives.Locomotive Engineers2.4%L0L0L02%22 minPhysical presence, Accountability, Trust and care, Access to systems
Confer with conductors or traffic control center personnel via radiophones to issue or receive information concerning stops, delays, or oncoming trains.Locomotive Engineers2.4%L1L1L120%2 minPhysical presence, Accountability, Access to systems
Call out train signals to assistants to verify meanings.Locomotive Engineers2.2%L0L0L02%1 minPhysical presence, Accountability, Trust and care, Access to systems
Operate locomotives to transport freight or passengers between stations or to assemble or disassemble trains within rail yards.Locomotive Engineers2.2%L0L0L19%6.0 hPhysical presence, Accountability, Trust and care, Access to systems
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 Operators1.9%L0L0L04%4.3 hPhysical presence, Accountability, Access to systems
Operate controls to open and close transit vehicle doors.Subway and Streetcar Operators1.9%L0L0L01%1 minPhysical 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 Operators1.9%L0L0L05%4.4 hPhysical presence, Accountability, Access to systems
Check to ensure that brake examination tests are conducted at shunting stations.Locomotive Engineers1.9%L1L1L232%25 minPhysical presence, Accountability, Access to systems
Regulate vehicle speed and the time spent at each stop to maintain schedules.Subway and Streetcar Operators1.8%L0L0L05%4.4 hPhysical presence, Accountability, Access to systems
Inspect locomotives to verify adequate fuel, sand, water, or other supplies before each run or to check for mechanical problems.Locomotive Engineers1.8%L0L0L110%35 minPhysical presence, Accountability, Access to systems
Inspect locomotives after runs to detect damaged or defective equipment.Locomotive Engineers1.6%L0L0L218%28 minPhysical presence, Accountability, Access to systems
Prepare reports regarding any problems encountered, such as accidents, signaling problems, unscheduled stops, or delays.Locomotive Engineers1.6%L2L2L265%38 minAccountability, Access to systems
Show the other 124 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Report delays, mechanical problems, and emergencies to supervisors or dispatchers, using radios.Subway and Streetcar Operators1.5%L1L1L118%3 minPhysical presence, Accountability, Access to systems
Make announcements to passengers, such as notifications of upcoming stops or schedule delays.Subway and Streetcar Operators1.5%L2L2L260%2 minPhysical presence, Access to systems
Confer with conductors and other workers via radiotelephones or computers to exchange switching information.Rail Yard Engineers, Dinkey Operators, and Hostlers1.5%L1L1L115%8 minPhysical presence, Accountability, Trust and care, Access to systems
Check to ensure that documentation, such as procedure manuals or logbooks, are in the driver's cab and available for staff use.Locomotive Engineers1.5%L0L0L05%5 minPhysical presence, Accountability, Access to systems
Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones.Rail Yard Engineers, Dinkey Operators, and Hostlers1.5%L0L0L04%8 minPhysical presence, Accountability, Trust and care, Access to systems
Greet passengers, provide information, and answer questions concerning fares, schedules, transfers, and routings.Subway and Streetcar Operators1.5%L1L1L238%2 minPhysical presence, Trust and care, Access to systems
Monitor train loading procedures to ensure that freight or rolling stock are loaded or unloaded without damage.Locomotive Engineers · supplemental task1.5%L0L0L112%1.0 hPhysical presence, Accountability, Access to systems
Apply and release hand brakes.Rail Yard Engineers, Dinkey Operators, and Hostlers1.5%L0L0L01%5 minPhysical presence, Accountability, Access to systems
Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars.Rail Yard Engineers, Dinkey Operators, and Hostlers1.4%L0L0L04%52 minPhysical presence, Accountability, Trust and care, Access to systems
Respond to emergency conditions or breakdowns, following applicable safety procedures and rules.Locomotive Engineers1.4%L0L0L19%52 minPhysical presence, Accountability, Access to systems
Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.Rail Yard Engineers, Dinkey Operators, and Hostlers1.4%L0L1L010%8 minPhysical presence, Accountability, Access to systems
Couple and uncouple air hoses and electrical connections between cars.Rail Yard Engineers, Dinkey Operators, and Hostlers1.4%L0L0L02%4 minPhysical presence, Accountability, Access to systems
Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.Rail Yard Engineers, Dinkey Operators, and Hostlers1.4%L0L0L04%18 minPhysical presence, Accountability, Access to systems
Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.Rail Yard Engineers, Dinkey Operators, and Hostlers1.4%L2L2L258%15 minAccountability, Access to systems
Inspect track for defects such as broken rails and switch malfunctions.Rail Yard Engineers, Dinkey Operators, and Hostlers1.3%L0L0L215%52 minPhysical presence, Accountability, Access to systems
Inspect engines before and after use to ensure proper operation.Rail Yard Engineers, Dinkey Operators, and Hostlers1.3%L0L0L08%28 minPhysical presence, Accountability, Access to systems
Receive, relay, and act upon instructions and inquiries from train operations and customer service center personnel.Rail Yard Engineers, Dinkey Operators, and Hostlers1.3%L1L1L228%8 minPhysical presence, Accountability, Access to systems
Spot cars for loading and unloading at customer locations.Rail Yard Engineers, Dinkey Operators, and Hostlers1.3%L0L0L06%35 minPhysical presence, Accountability, Access to systems
Inspect the condition of stationary trains, rolling stock, and equipment.Rail Yard Engineers, Dinkey Operators, and Hostlers1.3%L0L0L110%45 minPhysical presence, Accountability, Access to systems
Operate track switches, derails, automatic switches, and retarders to change routing of train or cars.Rail Yard Engineers, Dinkey Operators, and Hostlers1.2%L0L1L08%5 minPhysical presence, Accountability, Access to systems
Report arrival and departure times, train delays, work order completion, and time on duty.Rail Yard Engineers, Dinkey Operators, and Hostlers1.2%L2L2L265%20 minAccountability, Access to systems
Ride on moving cars by holding onto grab irons and standing on ladder steps.Rail Yard Engineers, Dinkey Operators, and Hostlers · supplemental task1.2%L0L0L00%20 minPhysical presence, Accountability, Access to systems
Pull knuckles to open them for coupling.Rail Yard Engineers, Dinkey Operators, and Hostlers1.1%L0L0L00%2 minPhysical presence, Accountability, Access to systems
Record numbers of cars available, numbers of cars sent to repair stations, and types of service needed.Rail Yard Engineers, Dinkey Operators, and Hostlers · supplemental task1.0%L2L2L250%30 minPhysical presence, Access to systems
Drive locomotives to and from various stations in roundhouses to have locomotives cleaned, serviced, repaired, or supplied.Rail Yard Engineers, Dinkey Operators, and Hostlers1.0%L0L0L16%32 minPhysical presence, Accountability, Access to systems
Perform routine repair and maintenance duties.Rail Yard Engineers, Dinkey Operators, and Hostlers0.9%L0L0L18%1.3 hPhysical presence, Accountability, Access to systems
Provide assistance in aligning drawbars, using available equipment to lift, pull, or push on the drawbars.Rail Yard Engineers, Dinkey Operators, and Hostlers0.9%L0L0L15%15 minPhysical presence, Accountability, Access to systems
Complete reports, including shift summaries and incident or accident reports.Subway and Streetcar Operators0.8%L2L2L265%30 minAccountability, Access to systems
Observe train signals along routes and verify their meanings for engineers.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.8%L0L0L06%10 minPhysical presence, Accountability, Access to systems
Signal locomotive engineers to start or stop trains when coupling or uncoupling cars, using hand signals, lanterns, or radio communication.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.8%L0L0L04%5 minPhysical presence, Accountability, Access to systems
Drive loaded shuttle cars to ramps and move controls to discharge loads into mine cars or onto conveyors.Loading and Moving Machine Operators, Underground Mining0.8%L0L0L02%10 minPhysical presence, Accountability, Access to systems
Observe tracks from left sides of locomotives to detect obstructions on tracks.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.7%L0L0L05%4.3 hPhysical presence, Accountability, Access to systems
Pull or push track switches to reroute cars.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.7%L0L0L04%4 minPhysical presence, Accountability, Access to systems
Raise levers to couple and uncouple cars for makeup and breakup of trains.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.7%L0L0L03%6 minPhysical presence, Accountability, Access to systems
Monitor trains as they go around curves to detect dragging equipment and smoking journal boxes.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.7%L0L0L06%18 minPhysical presence, Access to systems
Stop gathering arms when cars are full.Loading and Moving Machine Operators, Underground Mining · supplemental task0.7%L0L0L02%2 minPhysical presence, Accountability, Access to systems
Operate flatcars equipped with derricks or railcars to transport personnel or equipment.Rail Yard Engineers, Dinkey Operators, and Hostlers · supplemental task0.7%L0L0L04%1.4 hPhysical presence, Accountability, Trust and care, Access to systems
Observe signals from other crew members so that work activities can be coordinated.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.7%L0L0L02%5 minPhysical presence, Accountability, Trust and care, Access to systems
Operate and drive locomotives, diesel switch engines, dinkey engines, flatcars, and railcars in train yards and at industrial sites.Railroad Brake, Signal, and Switch Operators and Locomotive Firers · supplemental task0.7%L0L0L04%2.4 hPhysical presence, Accountability, Access to systems
Inspect couplings, air hoses, journal boxes, and handbrakes to ensure that they are securely fastened and functioning properly.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.7%L0L0L04%18 minPhysical presence, Accountability, Access to systems
Handle high voltage sources and hang electrical cables.Loading and Moving Machine Operators, Underground Mining0.7%L0L0L02%45 minPhysical presence, Accountability, Access to systems
Control conveyors that run the entire length of shuttle cars to distribute loads as loading progresses.Loading and Moving Machine Operators, Underground Mining0.7%L0L0L04%18 minPhysical presence, Accountability, Access to systems
Observe hand signals, grade stakes, or other markings when operating machines.Loading and Moving Machine Operators, Underground Mining0.7%L0L0L04%4.0 hPhysical presence, Accountability, Trust and care, Access to systems
Examine roadway and clear obstructions from the path of travel.Loading and Moving Machine Operators, Underground Mining0.7%L0L0L04%20 minPhysical presence, Accountability, Access to systems
Receive oral or written instructions from yardmasters or yard conductors indicating track assignments and cars to be switched.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.7%L1L1L122%10 minPhysical presence, Accountability, Access to systems
Climb ladders to tops of cars to set brakes.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.6%L0L0L01%6 minPhysical presence, Accountability
Monitor oil, temperature, and pressure gauges on dashboards to determine if engines are operating safely and efficiently.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.6%L1L1L238%22 minPhysical presence, Accountability, Access to systems
Move trailing electrical cables clear of obstructions, using rubber safety gloves.Loading and Moving Machine Operators, Underground Mining0.6%L0L0L01%5 minPhysical presence, Accountability, Access to systems
Monitor loading processes to ensure that materials are loaded according to specifications.Loading and Moving Machine Operators, Underground Mining0.6%L1L1L222%25 minPhysical presence, Accountability, Access to systems
Advance machines to gather material and convey it into cars.Loading and Moving Machine Operators, Underground Mining · supplemental task0.6%L0L0L04%22 minPhysical presence, Accountability, Access to systems
Pry off loose material from roofs and move it into the paths of machines, using crowbars.Loading and Moving Machine Operators, Underground Mining0.6%L0L0L01%25 minPhysical presence, Accountability, Access to systems
Operate levers to move conveyor booms or shovels so that mine contents such as coal, rock, and ore can be placed into cars or onto conveyors.Loading and Moving Machine Operators, Underground Mining0.6%L0L0L04%20 minPhysical presence, Accountability, Access to systems
Signal workers to move loaded cars.Loading and Moving Machine Operators, Underground Mining · supplemental task0.6%L0L0L04%2 minPhysical presence, Accountability, Trust and care, Access to systems
Measure, weigh, or verify levels of rock, gravel, or other excavated material to prevent equipment overloads.Loading and Moving Machine Operators, Underground Mining0.6%L1L1L220%10 minPhysical presence, Accountability, Access to systems
Move mine cars into position for loading and unloading, using pinchbars inserted under car wheels to position cars under loading spouts.Loading and Moving Machine Operators, Underground Mining · supplemental task0.6%L0L0L02%8 minPhysical presence, Accountability, Access to systems
Clean, fuel, service, and perform safety checks on all equipment, and repair and replace parts as necessary.Loading and Moving Machine Operators, Underground Mining0.6%L0L0L110%1.3 hPhysical presence, Accountability, Access to systems
Provide assistance in the installation or repair of rails and ties.Rail Yard Engineers, Dinkey Operators, and Hostlers · supplemental task0.6%L0L0L19%3.5 hPhysical presence, Accountability, Access to systems
Direct emergency evacuation procedures.Subway and Streetcar Operators0.6%L0L0L18%38 minPhysical presence, Accountability, Trust and care, Access to systems
Read written instructions or confer with supervisors about schedules and materials to be moved.Loading and Moving Machine Operators, Underground Mining · supplemental task0.5%L1L1L245%15 minPhysical presence, Access to systems
Check to see that trains are equipped with supplies such as fuel, water, and sand.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.5%L1L1L112%20 minPhysical presence, Accountability, Access to systems
Drive machines into piles of material blasted from working faces.Loading and Moving Machine Operators, Underground Mining0.5%L0L0L02%16 minPhysical presence, Accountability, Trust and care, Access to systems
Guide and stop cars by switching, applying brakes, or placing scotches, or wooden wedges, between wheels and rails.Loading and Moving Machine Operators, Underground Mining · supplemental task0.5%L0L0L02%8 minPhysical presence, Accountability, Trust and care, Access to systems
Inspect locomotives to detect damaged or worn parts.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.5%L0L0L112%45 minPhysical presence, Accountability, Access to systems
Signal other workers to set brakes and to throw track switches when switching cars from trains to way stations.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.5%L0L0L06%12 minPhysical presence, Accountability, Trust and care, Access to systems
Inspect tracks, cars, and engines for defects and to determine service needs, sending engines and cars for repairs as necessary.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.5%L0L0L116%38 minPhysical presence, Accountability, Access to systems
Observe and record car numbers, carriers, customers, tonnages, and grades and conditions of material.Loading and Moving Machine Operators, Underground Mining · supplemental task0.5%L1L1L120%10 minPhysical presence, Access to systems
Clean hoppers, and clean spillage from tracks, walks, driveways, and conveyor decking.Loading and Moving Machine Operators, Underground Mining0.5%L0L0L02%52 minPhysical presence, Accountability, Access to systems
Maintain records of materials moved.Loading and Moving Machine Operators, Underground Mining · supplemental task0.5%L2L2L262%18 minAccountability, Access to systems
Record numbers of cars available, numbers of cars sent to repair stations, and types of service needed.Railroad Brake, Signal, and Switch Operators and Locomotive Firers · supplemental task0.5%L2L2L262%22 minPhysical presence, Access to systems
Attend meetings on driver and passenger safety to learn ways in which job performance might be affected.Subway and Streetcar Operators0.5%L1L1L130%1.3 hPhysical presence, Access to systems
Oil, lubricate, and adjust conveyors, crushers, and other equipment, using hand tools and lubricating equipment.Loading and Moving Machine Operators, Underground Mining0.5%L0L0L16%42 minPhysical presence, Accountability, Access to systems
Direct other workers to move stakes, place blocks, position anchors or cables, or move materials.Loading and Moving Machine Operators, Underground Mining · supplemental task0.4%L0L0L16%12 minPhysical presence, Accountability, Trust and care, Access to systems
Conduct brake tests to determine the condition of brakes on trains.Railroad Brake, Signal, and Switch Operators and Locomotive Firers · supplemental task0.4%L0L0L16%38 minPhysical presence, Accountability, Access to systems
Ride atop cars that have been shunted, and turn handwheels to control speeds or stop cars at specified positions.Railroad Brake, Signal, and Switch Operators and Locomotive Firers · supplemental task0.4%L0L0L02%18 minPhysical presence, Accountability, Access to systems
Refuel and lubricate engines.Railroad Brake, Signal, and Switch Operators and Locomotive Firers · supplemental task0.4%L0L0L04%45 minPhysical presence, Accountability, Access to systems
Start diesel engines to warm engines before runs.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.4%L0L0L04%12 minPhysical presence, Accountability, Access to systems
Operate locomotives in emergency situations.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.4%L0L0L04%25 minPhysical presence, Accountability, Access to systems
Replace hydraulic hoses, headlight bulbs, and gathering-arm teeth.Loading and Moving Machine Operators, Underground Mining0.3%L0L0L19%1.3 hPhysical presence, Accountability, Access to systems
Provide passengers with assistance entering and exiting trains.Railroad Brake, Signal, and Switch Operators and Locomotive Firers · supplemental task0.3%L0L0L04%8 minPhysical presence, Trust and care
Make minor repairs to couplings, air hoses, and journal boxes, using hand tools.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.3%L0L0L04%30 minPhysical presence, Accountability, Access to systems
Push or ride cars down slopes, or hook cars to cables and control cable drum brakes, to ease cars down inclines.Loading and Moving Machine Operators, Underground Mining · supplemental task0.3%L0L0L02%15 minPhysical presence, Accountability, Trust and care, Access to systems
Connect air hoses to cars, using wrenches.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.2%L0L0L00%2 minPhysical presence, Accountability, Access to systems
Set flares, flags, lanterns, or torpedoes in front and at rear of trains during emergency stops to warn oncoming trains.Railroad Brake, Signal, and Switch Operators and Locomotive Firers0.2%L0L0L02%15 minPhysical presence, Accountability, Access to systems
Enforce safety rules and regulations.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.1%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 Operators0.1%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 Operators0.1%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 Operators0.1%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 Operators0.1%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 Operators0.1%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 Operators0.1%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 Operators0.1%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 Operators0.1%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 Operators0.1%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 Operators0.1%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 Operators0.1%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 task0.1%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 task0.1%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 task0.1%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 task0.1%L2L2L262%1.8 hAccess to systems
Requisition needed personnel, supplies, equipment, parts, or repair services.First-Line Supervisors of Material-Moving Machine and Vehicle Operators0.1%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 task0.0%L2L2L258%2.0 hTrust and care, Access to systems
Enforce safety rules and regulations.First-Line Supervisors of Passenger Attendants · supplemental task0.0%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 task0.0%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 task0.0%L2L2L242%25 minPhysical presence, Trust and care, Access to systems
Compute or estimate cash, payroll, transportation, or personnel requirements.First-Line Supervisors of Passenger Attendants · supplemental task0.0%L2L2L268%1.0 hAccess to systems
Analyze and record personnel or operational data and write related activity reports.First-Line Supervisors of Passenger Attendants · supplemental task0.0%L2L2L270%1.5 hAccess 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 task0.0%L1L1L120%45 minPhysical presence, Accountability, 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 task0.0%L1L1L115%35 minPhysical presence, Accountability, Access to systems
Inform workers about interests or special needs of specific groups.First-Line Supervisors of Passenger Attendants · supplemental task0.0%L2L2L260%30 minTrust and care, Access to systems
Train workers in proper operational procedures and functions and explain company policies.First-Line Supervisors of Passenger Attendants · supplemental task0.0%L1L1L242%1.5 hPhysical presence, Accountability, Trust and care
Take disciplinary action to address performance problems.First-Line Supervisors of Passenger Attendants · supplemental task0.0%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 task0.0%L2L2L252%35 minAccountability, Trust and care, Access to systems
Requisition necessary supplies, equipment, or services.First-Line Supervisors of Passenger Attendants · supplemental task0.0%L2L2L262%38 minAccess to systems
Recruit and hire staff members.First-Line Supervisors of Passenger Attendants · supplemental task0.0%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 task0.0%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 task0.0%L1L1L250%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 task0.0%L1L1L122%1.0 hPhysical 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 task0.0%L1L1L228%52 minPhysical presence, 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 task0.0%L1L1L232%1.0 hPhysical presence, Accountability, Trust and care

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

MeasureValuePercentilePct
ADI (this index)9.8%17
Eloundou et al. (2024), GPT exposure β0.24142
Felten et al. (2021), AI occupational exposure-0.75831
Webb (2020), AI patent exposure92.89692
Eisfeldt et al. (2026), generative AI exposure0.10639
Anthropic Economic Index, observed use016

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 (83)

Neighbouring occupations

Dashed line: locomotive engine drivers (9.8%).

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: Locomotive engine drivers (ISCO-08 8311), https://balamlabs.org/adi/occupations/8311

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: Locomotive engine drivers (ISCO-08 8311)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/8311.json.