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Balam Labs
ISCO-08 2263

Environmental and occupational health and hygiene professionals

69.5%
ADI · 139th of 433 · 95% interval 53.6–84.2

An AI agent can at least partly carry out 69.5% of the task time of environmental and occupational health and hygiene professionals, 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 full69.5%

139th of 433 · interval 53.6–84.2

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time50.3%

124th of 433 · interval 44.7–55.6

Evidence38

task statements rated by two models and weighted by importance and frequency. World employment: 2.6 million.

Task weight by level

How the tasks rate

31%
70%
L0No meaningful role · 0.0%L1Augmentation · 30.5%L2Partial delegation · 69.5%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence39%
Accountability49%
Trust and care47%
Access to systems81%

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

38 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Recommend measures to help protect workers from potentially hazardous work methods, processes, or materials.Occupational Health and Safety Specialists4.8%L2L2L258%2.5 hAccountability, Trust and care, Access to systems
Document activities and record information, such as the numbers of applications completed, presentations conducted, and persons assisted.Health Education Specialists4.3%L2L2L378%45 minAccess to systems
Develop and maintain cooperative working relationships with agencies and organizations interested in public health care.Health Education Specialists4.2%L1L1L235%2.5 hAccountability, Trust and care
Maintain databases, mailing lists, telephone networks, and other information to facilitate the functioning of health education programs.Health Education Specialists4.0%L2L2L270%1.5 hAccess to systems
Supervise professional and technical staff in implementing health programs, objectives, and goals.Health Education Specialists4.0%L1L1L235%2.5 hAccountability, Trust and care, Access to systems
Prepare and distribute health education materials, such as reports, bulletins, and visual aids, to address smoking, vaccines, and other public health concerns.Health Education Specialists3.8%L2L2L265%4.5 hAccess to systems
Develop or maintain hygiene programs, such as noise surveys, continuous atmosphere monitoring, ventilation surveys, or asbestos management plans.Occupational Health and Safety Specialists3.8%L2L2L242%6.0 hPhysical presence, Accountability, Access to systems
Inspect or evaluate workplace environments, equipment, or practices to ensure compliance with safety standards and government regulations.Occupational Health and Safety Specialists3.4%L1L1L230%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Develop and maintain health education libraries to provide resources for staff and community agencies.Health Education Specialists3.3%L2L2L270%3.5 hAccess to systems
Develop and present health education and promotion programs, such as training workshops, conferences, and school or community presentations.Health Education Specialists3.2%L2L2L250%6.5 hPhysical presence, Trust and care
Write reports.Occupational Health and Safety Specialists3.1%L2L2L270%2.5 hAccountability, Access to systems
Provide program information to the public by preparing and presenting press releases, conducting media campaigns, or maintaining program-related Web sites.Health Education Specialists3.1%L2L2L262%3.5 hAccess to systems
Develop educational materials and programs for community agencies, local government, and state government.Health Education Specialists · supplemental task3.0%L2L2L260%9.0 hTrust and care, Access to systems
Collaborate with health specialists and civic groups to determine community health needs and the availability of services and to develop goals for meeting needs.Health Education Specialists2.9%L2L2L242%5.5 hTrust and care, Access to systems
Develop operational plans and policies necessary to achieve health education objectives and services.Health Education Specialists2.7%L2L2L258%7.0 hAccountability, Trust and care, Access to systems
Show the other 23 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Design and conduct evaluations and diagnostic studies to assess the quality and performance of health education programs.Health Education Specialists2.7%L2L2L260%24 hTrust and care, Access to systems
Investigate accidents to identify causes or to determine how such accidents might be prevented in the future.Occupational Health and Safety Specialists2.6%L2L2L242%9.0 hPhysical presence, Accountability, Trust and care, Access to systems
Inspect specified areas to ensure the presence of fire prevention equipment, safety equipment, or first-aid supplies.Occupational Health and Safety Specialists2.6%L1L1L118%1.3 hPhysical presence, Accountability, Access to systems
Conduct safety training or education programs and demonstrate the use of safety equipment.Occupational Health and Safety Specialists2.5%L1L1L235%2.0 hPhysical presence, Accountability, Trust and care
Develop, conduct, or coordinate health needs assessments and other public health surveys.Health Education Specialists2.4%L2L2L258%24 hPhysical presence, Accountability, Trust and care, Access to systems
Collaborate with engineers or physicians to institute control or remedial measures for hazardous or potentially hazardous conditions or equipment.Occupational Health and Safety Specialists2.4%L2L2L242%4.0 hPhysical presence, Accountability, Trust and care, Access to systems
Investigate the adequacy of ventilation, exhaust equipment, lighting, or other conditions that could affect employee health, comfort, or performance.Occupational Health and Safety Specialists2.4%L1L1L235%3.5 hPhysical presence, Accountability, Trust and care, Access to systems
Collect samples of dust, gases, vapors, or other potentially toxic materials for analysis.Occupational Health and Safety Specialists2.3%L1L1L115%2.3 hPhysical presence, Accountability, Access to systems
Analyze incident data to identify trends in injuries, illnesses, accidents, or other hazards.Occupational Health and Safety Specialists2.3%L2L2L378%3.5 hAccess to systems
Develop, prepare, and coordinate grant applications and grant-related activities to obtain funding for health education programs and related work.Health Education Specialists2.2%L2L2L260%26 hAccountability, Trust and care, Access to systems
Investigate health-related complaints and inspect facilities to ensure that they comply with public health legislation and regulations.Occupational Health and Safety Specialists2.1%L1L1L230%5.0 hPhysical presence, Accountability, Trust and care, Access to systems
Provide guidance to agencies and organizations on assessment of health education needs and on development and delivery of health education programs.Health Education Specialists2.1%L2L2L252%5.0 hTrust and care, Access to systems
Design and administer training programs for new employees and continuing education for existing employees.Health Education Specialists2.0%L2L2L265%12 hTrust and care, Access to systems
Provide new-employee health and safety orientations and develop materials for these presentations.Occupational Health and Safety Specialists2.0%L2L2L258%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Maintain inventories of hazardous materials or hazardous wastes, using waste tracking systems to ensure that materials are handled properly.Occupational Health and Safety Specialists · supplemental task1.9%L2L2L260%2.0 hPhysical presence, Accountability, Access to systems
Coordinate "right-to-know" programs regarding hazardous chemicals or other substances.Occupational Health and Safety Specialists1.8%L2L2L258%5.5 hPhysical presence, Accountability, Trust and care, Access to systems
Order suspension of activities that pose threats to workers' health or safety.Occupational Health and Safety Specialists1.7%L1L1L230%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Collect samples of hazardous materials or arrange for sample collection.Occupational Health and Safety Specialists1.6%L1L1L232%2.3 hPhysical presence, Accountability, Access to systems
Maintain or update emergency response plans or procedures.Occupational Health and Safety Specialists1.6%L2L2L260%4.0 hAccountability, Access to systems
Develop or maintain medical monitoring programs for employees.Occupational Health and Safety Specialists1.4%L2L2L258%6.0 hAccountability, Trust and care, Access to systems
Conduct audits at hazardous waste sites or industrial sites or participate in hazardous waste site investigations.Occupational Health and Safety Specialists1.4%L1L1L230%8.0 hPhysical presence, Accountability, Access to systems
Perform laboratory analyses or physical inspections of samples to detect disease or to assess purity or cleanliness.Occupational Health and Safety Specialists · supplemental task1.3%L1L1L122%2.0 hPhysical presence, Accountability, Access to systems
Prepare hazardous, radioactive, or mixed waste samples for transportation or storage by treating, compacting, packaging, and labeling them.Occupational Health and Safety Specialists · supplemental task1.1%L1L1L116%2.0 hPhysical 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.

Against other measures

Exposure is not delegation

MeasureValuePercentile
ADI (this index)69.5%68
Eloundou et al. (2024), GPT exposure β0.45269
Felten et al. (2021), AI occupational exposure0.76369
Webb (2020), AI patent exposure31.523
Eisfeldt et al. (2026), generative AI exposure0.39777
Anthropic Economic Index, observed use0.06967

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 (22)

Neighbouring occupations

Dashed line: environmental and occupational health and hygiene professionals (69.5%).

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 and hygiene professionals (ISCO-08 2263), https://balamlabs.org/adi/occupations/2263

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 and hygiene professionals (ISCO-08 2263)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2263.json.