ISCO-08 3257
Environmental and occupational health inspectors and associates
38.2%
ADI · 217th of 433 · 95% interval 26.9–50.0
An AI agent can at least partly carry out 38.2% of the task time of environmental and occupational health inspectors and associates, 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 full38.2%
217th of 433 · interval 26.9–50.0
ADI3 · full delegation0.0%
201st of 433 · interval 0.0–0.0
ADIs · share of time37.1%
207th of 433 · interval 32.1–42.6
Evidence127
task statements rated by two models and weighted by importance and frequency. World employment: 4.3 million.
Task weight by level
How the tasks rate
L0No meaningful role · 11.7%L1Augmentation · 50.2%L2Partial delegation · 38.2%L3Full delegation · 0.0%
Barriers
What stops the agent
Share of task weight flagged by each barrier; a task can carry several.
127 task statements, heaviest first
| Task statement (O*NET occupation) | Weight | Level | Sonnet · Haiku | Share | Human time | Barriers |
|---|---|---|---|---|---|---|
| Inspect work of aircraft mechanics performing maintenance, modification, or repair and overhaul of aircraft and aircraft mechanical systems to ensure adherence to standards and procedures.Aviation Inspectors | 2.8% | L1 | L1L2 | 25% | 1.8 h | Physical presence, Accountability, Trust and care, Access to systems |
| Examine maintenance records and flight logs to determine if service and maintenance checks and overhauls were performed at prescribed intervals.Aviation Inspectors | 2.5% | L2 | L2L2 | 70% | 2.5 h | Accountability, Access to systems |
| Inspect new, repaired, or modified aircraft to identify damage or defects and to assess airworthiness and conformance to standards, using checklists, hand tools, and test instruments.Aviation Inspectors | 2.3% | L1 | L1L2 | 22% | 3.0 h | Physical presence, Accountability, Access to systems |
| Inspect vehicles or other equipment for evidence of abuse, damage, or mechanical malfunction.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation | 2.2% | L1 | L1L1 | 18% | 42 min | Physical presence, Accountability, Access to systems |
| Prepare and maintain detailed repair, inspection, investigation, and certification records and reports.Aviation Inspectors | 2.1% | L2 | L2L2 | 68% | 1.3 h | Accountability, Access to systems |
| Examine landing gear, tires, and exteriors of fuselage, wings, and engines for evidence of damage or corrosion and the need for repairs.Aviation Inspectors | 2.0% | L1 | L1L1 | 10% | 1.4 h | Physical presence, Accountability, Access to systems |
| Inspect vehicles or equipment to ensure compliance with rules, standards, or regulations.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation | 1.9% | L1 | L1L2 | 28% | 1.1 h | Physical presence, Accountability, Access to systems |
| Conduct remote inspections of motor vehicles, using handheld controllers and remotely directed vehicle inspection devices.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.9% | L1 | L1L2 | 30% | 52 min | Physical presence, Accountability, Access to systems |
| Examine aircraft access plates and doors for security.Aviation Inspectors | 1.9% | L0 | L0L0 | 5% | 25 min | Physical presence, Accountability, Access to systems |
| Prepare reports on investigations or inspections and actions taken.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.9% | L2 | L2L2 | 68% | 52 min | Accountability, Access to systems |
| Identify modifications to engines, fuel systems, emissions control equipment, or other vehicle systems to determine the impact of modifications on inspection procedures or conclusions.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.8% | L1 | L1L2 | 35% | 38 min | Physical presence, Accountability, Access to systems |
| Approve or deny issuance of certificates of airworthiness.Aviation Inspectors | 1.8% | L2 | L2L2 | 40% | 3.0 h | Physical presence, Accountability, Access to systems |
| Prepare and submit reports after completion of freight shipments.Transportation Inspectors | 1.8% | L2 | L2L2 | 70% | 45 min | Accountability, Access to systems |
| Inspect repairs to transportation vehicles or equipment to ensure that repair work was performed properly.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation | 1.8% | L1 | L1L2 | 25% | 52 min | Physical presence, Accountability, Access to systems |
| Issue notices and recommend corrective actions when infractions or problems are found.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.7% | L2 | L2L2 | 58% | 38 min | Accountability, Access to systems |
Show the other 112 tasks
| Task statement (O*NET occupation) | Weight | Level | Sonnet · Haiku | Share | Human time | Barriers |
|---|---|---|---|---|---|---|
| Record details about freight conditions, handling of freight, and any problems encountered.Transportation Inspectors | 1.7% | L2 | L2L2 | 52% | 30 min | Physical presence, Accountability, Access to systems |
| Recommend replacement, repair, or modification of aircraft equipment.Aviation Inspectors | 1.6% | L1 | L1L2 | 35% | 1.3 h | Physical presence, Accountability, Access to systems |
| Visually inspect cargo for damage upon arrival or discharge.Transportation Inspectors · supplemental task | 1.6% | L1 | L1L1 | 15% | 38 min | Physical presence, Access to systems |
| Measure vessels' holds and depths of fuel and water in tanks, using sounding lines and tape measures.Transportation Inspectors · supplemental task | 1.6% | L0 | L0L1 | 6% | 38 min | Physical presence, Accountability, Access to systems |
| Calculate gross and net tonnage, hold capacities, volumes of stored fuel and water, cargo weights, and vessel stability factors, using mathematical formulas.Transportation Inspectors · supplemental task | 1.6% | L2 | L2L2 | 72% | 1.5 h | Accountability, Access to systems |
| Conduct visual inspections of emission control equipment and smoke emitted from gasoline or diesel vehicles.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.5% | L0 | L0L1 | 8% | 20 min | Physical presence, Accountability, Access to systems |
| Start aircraft and observe gauges, meters, and other instruments to detect evidence of malfunctions.Aviation Inspectors | 1.5% | L0 | L0L1 | 9% | 32 min | Physical presence, Accountability, Access to systems |
| Supply, operate, or maintain personal protective equipment.Occupational Health and Safety Technicians | 1.5% | L1 | L1L2 | 25% | 1.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance.Transportation Inspectors | 1.5% | L1 | L1L1 | 18% | 1.4 h | Physical presence, Accountability, Access to systems |
| Review commercial vehicle logs, shipping papers, or driver and equipment records to detect any problems or to ensure compliance with regulations.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.5% | L2 | L2L3 | 75% | 45 min | Accountability, Access to systems |
| Inspect shipments to ensure that freight is securely braced and blocked.Transportation Inspectors | 1.5% | L1 | L1L1 | 12% | 32 min | Physical presence, Accountability, Access to systems |
| Provide consultation to organizations or agencies on the workplace application of safety principles, practices, or techniques.Occupational Health and Safety Technicians | 1.4% | L2 | L2L2 | 50% | 4.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Verify availability or monitor use of safety equipment, such as hearing protection or respirators.Occupational Health and Safety Technicians | 1.4% | L1 | L1L2 | 30% | 50 min | Physical presence, Accountability, Trust and care, Access to systems |
| Conduct vehicle or transportation equipment tests, using diagnostic equipment.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.4% | L1 | L1L2 | 25% | 1.0 h | Physical presence, Accountability, Access to systems |
| Maintain all required environmental records and documentation.Occupational Health and Safety Technicians | 1.4% | L2 | L2L2 | 68% | 1.8 h | Accountability, Access to systems |
| Observe loading of freight to ensure that crews comply with procedures.Transportation Inspectors | 1.4% | L1 | L1L1 | 15% | 1.3 h | Physical presence, Accountability, Trust and care, Access to systems |
| Investigate incidents or violations, such as delays, accidents, and equipment failures.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.3% | L2 | L2L2 | 50% | 4.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Investigate air accidents and complaints to determine causes.Aviation Inspectors · supplemental task | 1.3% | L1 | L1L2 | 42% | 42 h | Physical presence, Accountability, Trust and care, Access to systems |
| Examine carrier operating rules, employee qualification guidelines, or carrier training and testing programs for compliance with regulations or safety standards.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.3% | L2 | L2L2 | 72% | 4.0 h | Accountability, Access to systems |
| Maintain logbooks of daily activities, including areas visited or activities performed.Occupational Health and Safety Technicians | 1.3% | L2 | L2L2 | 60% | 25 min | Physical presence, Accountability, Access to systems |
| Analyze training programs and conduct oral and written examinations to ensure the competency of persons operating, installing, and repairing aircraft equipment.Aviation Inspectors · supplemental task | 1.3% | L2 | L2L2 | 50% | 3.5 h | Accountability, Trust and care, Access to systems |
| Train workers in safety procedures related to green jobs, such as the use of fall protection devices or maintenance of proper ventilation during wind turbine construction.Occupational Health and Safety Technicians | 1.3% | L1 | L1L2 | 38% | 3.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Attach onboard diagnostics (OBD) scanner cables to vehicles to conduct emissions inspections.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.3% | L0 | L0L0 | 3% | 4 min | Physical presence, Accountability, Access to systems |
| Read draft markings to determine depths of vessels in water.Transportation Inspectors | 1.2% | L0 | L1L0 | 8% | 18 min | Physical presence, Accountability, Access to systems |
| Recommend remedial procedures to correct any violations found during inspections.Transportation Inspectors | 1.2% | L2 | L2L2 | 62% | 45 min | Accountability |
| Notify workers of any special treatment required for shipments.Transportation Inspectors | 1.2% | L2 | L3L2 | 75% | 12 min | Access to systems |
| Direct crews to reload freight or to insert additional bracing or packing as necessary.Transportation Inspectors | 1.2% | L1 | L1L1 | 12% | 38 min | Physical presence, Accountability, Trust and care, Access to systems |
| Advise crews in techniques of stowing dangerous and heavy cargo.Transportation Inspectors | 1.1% | L1 | L1L2 | 30% | 1.3 h | Physical presence, Accountability, Trust and care, Access to systems |
| Investigate complaints regarding safety violations.Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation · supplemental task | 1.1% | L2 | L2L2 | 38% | 4.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Determine cargo transportation capabilities by reading documents that set forth cargo loading and securing procedures, capacities, and stability factors.Transportation Inspectors | 1.1% | L2 | L2L2 | 65% | 1.3 h | Accountability |
| Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo.Transportation Inspectors | 1.1% | L1 | L1L2 | 40% | 38 min | Physical presence, Access to systems |
| Test workplaces for environmental hazards, such as exposure to radiation, chemical or biological hazards, or excessive noise.Occupational Health and Safety Technicians | 1.1% | L1 | L1L2 | 28% | 3.5 h | Physical presence, Accountability, Access to systems |
| Inspect fire suppression systems or portable fire systems to ensure proper working order.Occupational Health and Safety Technicians | 1.1% | L1 | L1L1 | 20% | 1.0 h | Physical presence, Accountability, Access to systems |
| Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes.Transportation Inspectors · supplemental task | 1.0% | L1 | L1L1 | 20% | 52 min | Physical presence, Accountability, Access to systems |
| Post warning signs on vehicles containing explosives or flammable or radioactive materials.Transportation Inspectors · supplemental task | 1.0% | L0 | L0L1 | 8% | 8 min | Physical presence, Accountability |
| Conduct worker studies to determine whether specific instances of disease or illness are job-related.Occupational Health and Safety Technicians | 0.9% | L2 | L2L2 | 48% | 7.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Prepare or calibrate equipment used to collect or analyze samples.Occupational Health and Safety Technicians | 0.9% | L1 | L1L2 | 25% | 45 min | Physical presence, Accountability, Access to systems |
| Examine credentials, licenses, or permits to ensure compliance with licensing requirements.Occupational Health and Safety Technicians | 0.9% | L2 | L2L2 | 62% | 38 min | Accountability, Access to systems |
| Prepare or review specifications or orders for the purchase of safety equipment, ensuring that proper features are present and that items conform to health and safety standards.Occupational Health and Safety Technicians | 0.9% | L2 | L2L2 | 70% | 1.8 h | Accountability |
| Review records or reports concerning laboratory results, staffing, floor plans, fire inspections, or sanitation to gather information for the development or enforcement of safety activities.Occupational Health and Safety Technicians | 0.9% | L2 | L3L2 | 72% | 1.8 h | Accountability, Access to systems |
| Evaluate situations or make determinations when a worker has refused to work on the grounds that danger or potential harm exists.Occupational Health and Safety Technicians | 0.9% | L1 | L1L2 | 28% | 2.3 h | Physical presence, Accountability, Trust and care, Access to systems |
| Recommend corrective measures to be applied based on results of environmental contaminant analyses.Occupational Health and Safety Technicians | 0.8% | L2 | L2L2 | 68% | 2.0 h | Accountability |
| Conduct flight test programs to test equipment, instruments, and systems under a variety of conditions, using both manual and automatic controls.Aviation Inspectors · supplemental task | 0.8% | L1 | L1L2 | 22% | 6.0 h | Physical presence, Accountability, Access to systems |
| Educate the public about health issues or enforce health legislation to prevent disease, to promote health, or to help people understand health protection procedures and regulations.Occupational Health and Safety Technicians | 0.8% | L1 | L1L2 | 42% | 2.5 h | Physical presence, Accountability, Trust and care, Access to systems |
| Recommend changes in rules, policies, standards, and regulations, based on knowledge of operating conditions, aircraft improvements, and other factors.Aviation Inspectors | 0.7% | L2 | L2L2 | 52% | 6.0 h | Accountability, Access to systems |
| Collect data regarding potential hazards from new equipment or products linked to green practices.Occupational Health and Safety Technicians | 0.7% | L2 | L2L2 | 58% | 4.0 h | Physical presence, Access to systems |
| Inspect food products and processing procedures to determine whether products are safe to eat.Agricultural Inspectors | 0.6% | L1 | L1L2 | 28% | 2.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Plan emergency response drills.Occupational Health and Safety Technicians | 0.6% | L2 | L2L2 | 62% | 4.0 h | Accountability, Access to systems |
| Inspect agricultural commodities or related operations, as well as fish or logging operations, for compliance with laws and regulations governing health, quality, and safety.Agricultural Inspectors · supplemental task | 0.6% | L1 | L1L2 | 25% | 3.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Conduct interviews to obtain information or evidence regarding communicable diseases or violations of health or sanitation regulations.Occupational Health and Safety Technicians · supplemental task | 0.6% | L1 | L1L1 | 22% | 1.1 h | Physical presence, Accountability, Trust and care, Access to systems |
| Test or balance newly installed HVAC systems to determine whether indoor air quality standards are met.Occupational Health and Safety Technicians · supplemental task | 0.6% | L1 | L1L2 | 28% | 5.0 h | Physical presence, Accountability, Access to systems |
| Inspect the cleanliness and practices of establishment employees.Agricultural Inspectors · supplemental task | 0.6% | L0 | L0L1 | 15% | 1.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Monitor the operations and sanitary conditions of slaughtering or meat processing plants.Agricultural Inspectors · supplemental task | 0.6% | L1 | L1L2 | 20% | 3.5 h | Physical presence, Accountability, Trust and care, Access to systems |
| Confer with schools, state authorities, or community groups to develop health standards or programs.Occupational Health and Safety Technicians · supplemental task | 0.6% | L1 | L1L2 | 35% | 6.0 h | Accountability, Trust and care, Access to systems |
| Label and seal graded products and issue official grading certificates.Agricultural Inspectors · supplemental task | 0.5% | L1 | L1L2 | 30% | 25 min | Physical presence, Accountability, Access to systems |
| Interpret and enforce government acts and regulations and explain required standards to agricultural workers.Agricultural Inspectors | 0.5% | L1 | L1L2 | 32% | 1.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Verify that transportation and handling procedures meet regulatory requirements.Agricultural Inspectors · supplemental task | 0.5% | L1 | L1L2 | 35% | 1.8 h | Physical presence, Accountability, Access to systems |
| Examine, weigh, and measure commodities, such as poultry, eggs, meat, or seafood to certify qualities, grades, and weights.Agricultural Inspectors · supplemental task | 0.5% | L0 | L0L1 | 14% | 30 min | Physical presence, Accountability, Access to systems |
| Inspect or test horticultural products or livestock to detect harmful diseases, chemical residues, or infestations and to determine the quality of products or animals.Agricultural Inspectors · supplemental task | 0.5% | L0 | L0L2 | 22% | 1.0 h | Physical presence, Accountability, Access to systems |
| Collect data related to ecological or human health risks at brownfield sites.Occupational Health and Safety Technicians · supplemental task | 0.5% | L1 | L1L2 | 35% | 6.0 h | Physical presence, Access to systems |
| Help direct rescue or firefighting operations in the event of a fire or an explosion.Occupational Health and Safety Technicians · supplemental task | 0.5% | L1 | L1L1 | 16% | 2.5 h | Physical presence, Accountability, Trust and care, Access to systems |
| Monitor the grading performed by company employees to verify conformance to standards.Agricultural Inspectors · supplemental task | 0.5% | L1 | L1L2 | 25% | 1.5 h | Physical presence, Accountability, Access to systems |
| Write reports of findings and recommendations and advise farmers, growers, or processors of corrective action to be taken.Agricultural Inspectors · supplemental task | 0.4% | L2 | L2L2 | 62% | 1.8 h | Accountability, Trust and care, Access to systems |
| Prepare documents to be used in legal proceedings, testifying in such proceedings when necessary.Occupational Health and Safety Technicians | 0.4% | L2 | L2L2 | 55% | 4.0 h | Accountability, Trust and care, Access to systems |
| Provide consultative services in areas such as equipment or product evaluation, plant construction or layout, or food safety systems.Agricultural Inspectors · supplemental task | 0.4% | L2 | L2L2 | 45% | 3.5 h | Physical presence, Accountability, Trust and care, Access to systems |
| Perform tests to identify any potential hazards related to recycled products used at green building sites.Occupational Health and Safety Technicians · supplemental task | 0.4% | L1 | L1L2 | 28% | 3.5 h | Physical presence, Accountability, Access to systems |
| Compare product recipes with government-approved formulas or recipes to determine acceptability.Agricultural Inspectors · supplemental task | 0.4% | L2 | L2L3 | 72% | 45 min | Accountability, Access to systems |
| Collect samples from animals, plants, or products and route them to laboratories for microbiological assessment, ingredient verification, or other testing.Agricultural Inspectors · supplemental task | 0.3% | L1 | L1L2 | 22% | 1.1 h | Physical presence, Accountability, Access to systems |
| Examine practices at green building sites to determine whether adherence to green building standards alters risks to workers.Occupational Health and Safety Technicians · supplemental task | 0.3% | L1 | L1L2 | 42% | 6.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Take emergency actions, such as closing production facilities, if product safety is compromised.Agricultural Inspectors · supplemental task | 0.3% | L1 | L1L2 | 22% | 2.0 h | Physical presence, Accountability, Trust and care, Access to systems |
| Testify in legal proceedings.Agricultural Inspectors · supplemental task | 0.2% | L1 | L1L2 | 20% | 3.5 h | Physical presence, Accountability, Trust and care |
| 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 | 0.0% | 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 | 0.0% | L1 | L1L2 | 42% | 1.5 h | Physical presence, Accountability, Trust and care |
| Resolve customer complaints regarding worker performance or services rendered.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L2 | L2L2 | 52% | 35 min | Accountability, Trust and care, Access to systems |
| Take disciplinary action to address performance problems.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L1 | L1L2 | 38% | 1.5 h | Accountability, Trust and care, Access to systems |
| Inform workers about interests or special needs of specific groups.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L2 | L2L2 | 60% | 30 min | 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 | 0.0% | L2 | L2L2 | 70% | 1.5 h | Access to systems |
| Apply customer feedback to service improvement efforts.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L2 | L2L2 | 58% | 2.0 h | Trust and care, Access to systems |
| Compute or estimate cash, payroll, transportation, or personnel requirements.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L2 | L2L2 | 68% | 1.0 h | Access to systems |
| Direct or coordinate the activities of workers, such as flight or car attendants.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L1 | L1L2 | 30% | 4.5 h | Physical presence, Accountability, Trust and care, Access to systems |
| Enforce safety rules and regulations.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L1 | L1L2 | 30% | 1.0 h | Physical presence, Accountability, 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 | 0.0% | L1 | L1L2 | 32% | 1.0 h | Physical presence, Accountability, Trust and care |
| 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 | 0.0% | L1 | L1L1 | 20% | 45 min | Physical presence, Accountability, Access to systems |
| Requisition necessary supplies, equipment, or services.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L2 | L2L2 | 62% | 38 min | 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 | 0.0% | L1 | L1L1 | 15% | 35 min | Physical presence, Accountability, Access to systems |
| Meet with managers or other supervisors to stay informed of changes affecting operations.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L1 | L1L2 | 28% | 52 min | Physical presence, Trust 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 task | 0.0% | L1 | L1L1 | 22% | 1.0 h | Physical presence, Accountability, 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 | 0.0% | L1 | L1L2 | 50% | 1.8 h | – |
| Recommend and implement measures to improve worker motivation, work methods, or customer services.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L1 | L1L2 | 42% | 3.5 h | Trust and care, Access to systems |
| Recruit and hire staff members.First-Line Supervisors of Passenger Attendants · supplemental task | 0.0% | L2 | L2L2 | 58% | 6.0 h | 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 | 0.0% | L2 | L2L2 | 42% | 25 min | Physical presence, Trust and care, 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.
Against other measures
Exposure is not delegation
| Measure | Value | Percentile |
|---|---|---|
| ADI (this index) | 38.2% | 50 |
| Eloundou et al. (2024), GPT exposure β | 0.397 | 60 |
| Felten et al. (2021), AI occupational exposure | -0.016 | 51 |
| Webb (2020), AI patent exposure | 84.263 | 82 |
| Eisfeldt et al. (2026), generative AI exposure | 0.247 | 62 |
| 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.
Same sub-major group (32)
Neighbouring occupations
| Occupation | ADI | % |
|---|---|---|
| Medical records and health information technicians 3252 | 97.9 | |
| Community health workers 3253 | 50.4 | |
| Midwifery associate professionals 3222 | 47.2 | |
| Traditional and complementary medicine associate professionals 3230 | 47.2 | |
| Pharmaceutical technicians and assistants 3213 | 45.3 | |
| Dispensing opticians 3254 | 35.3 | |
| Health associate professionals not elsewhere classified 3259 | 31.1 | |
| Medical imaging and therapeutic equipment technicians 3211 | 30.0 | |
| Physiotherapy technicians and assistants 3255 | 29.1 | |
| Medical and pathology laboratory technicians 3212 | 26.5 | |
| Medical assistants 3256 | 25.4 | |
| Veterinary technicians and assistants 3240 | 21.9 |
Dashed line: environmental and occupational health inspectors and associates (38.2%).
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: Environmental and occupational health inspectors and associates (ISCO-08 3257), https://balamlabs.org/adi/occupations/3257
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: Environmental and occupational health inspectors and associates (ISCO-08 3257)}
}Machine-readable
The same record as static JSON, with its citation: /adi/v2026.1/isco/3257.json.