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Balam Labs
ISCO-08 2112

Meteorologists

94.4%
ADI · 38th of 433 · 95% interval 86.6–100.0

An AI agent can at least partly carry out 94.4% of the task time of meteorologists, and finish 7.4% alone.

ADI · partial or full94.4%

38th of 433 · interval 86.6–100.0

ADI3 · full delegation7.4%

51st of 433 · interval 0.0–18.9

ADIs · share of time60.4%

55th of 433 · interval 56.3–64.7

Evidence51

task statements rated by two models and weighted by importance and frequency. World employment: 0.1 million.

Task weight by level

How the tasks rate

87%
L0No meaningful role · 0.0%L1Augmentation · 5.6%L2Partial delegation · 86.9%L3Full delegation · 7.4%
Barriers

What stops the agent

Physical presence13%
Accountability22%
Trust and care17%
Access to systems40%

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

51 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Interpret data, reports, maps, photographs, or charts to predict long- or short-range weather conditions, using computer models and knowledge of climate theory, physics, and mathematics.Atmospheric and Space Scientists5.0%L2L2L265%2.5 hAccountability
Develop or use mathematical or computer models for weather forecasting.Atmospheric and Space Scientists5.0%L2L2L260%6.0 hAccess to systems
Formulate predictions by interpreting environmental data, such as meteorological, atmospheric, oceanic, paleoclimate, climate, or related information.Atmospheric and Space Scientists4.3%L2L2L265%3.0 h–
Gather data from sources such as surface or upper air stations, satellites, weather bureaus, or radar for use in meteorological reports or forecasts.Atmospheric and Space Scientists4.2%L3L3L385%1.5 h–
Conduct meteorological research into the processes or determinants of atmospheric phenomena, weather, or climate.Atmospheric and Space Scientists4.0%L2L2L258%24 hAccess to systems
Direct forecasting services at weather stations or at radio or television broadcasting facilities.Atmospheric and Space Scientists · supplemental task4.0%L2L2L252%2.5 hAccountability, Trust and care, Access to systems
Prepare weather reports or maps for analysis, distribution, or use in weather broadcasts, using computer graphics.Atmospheric and Space Scientists3.9%L2L2L268%1.8 h–
Prepare forecasts or briefings to meet the needs of industry, business, government, or other groups.Atmospheric and Space Scientists3.9%L2L2L262%2.3 hAccountability, Access to systems
Broadcast weather conditions, forecasts, or severe weather warnings to the public via television, radio, or the Internet or provide this information to the news media.Atmospheric and Space Scientists3.8%L2L2L260%1.0 hPhysical presence, Accountability, Trust and care
Develop computer programs to collect meteorological data or to present meteorological information.Atmospheric and Space Scientists3.3%L3L3L382%6.0 h–
Analyze historical climate information, such as precipitation or temperature records, to help predict future weather or climate trends.Atmospheric and Space Scientists3.0%L2L2L270%6.0 h–
Analyze climate data sets, using techniques such as geophysical fluid dynamics, data assimilation, or numerical modeling.Atmospheric and Space Scientists2.9%L2L2L262%6.0 hAccess to systems
Collect air samples from planes or ships over land or sea to study atmospheric composition.Atmospheric and Space Scientists · supplemental task2.6%L1L1L115%5.5 hPhysical presence, Accountability, Access to systems
Perform managerial duties, such as creating work schedules, creating or implementing staff training, matching staff expertise to situations, or analyzing performance of offices.Atmospheric and Space Scientists2.5%L2L2L250%3.3 hTrust and care, Access to systems
Teach college-level courses on topics such as atmospheric and space science, meteorology, or global climate change.Atmospheric and Space Scientists · supplemental task2.5%L2L2L258%3.0 hAccountability, Trust and care
Show the other 36 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Measure wind, temperature, and humidity in the upper atmosphere, using weather balloons.Atmospheric and Space Scientists2.5%L1L1L230%2.3 hPhysical presence, Access to systems
Conduct wind assessment, integration, or validation studies.Atmospheric and Space Scientists · supplemental task2.5%L2L2L262%12 hAccountability, Access to systems
Develop and deliver training on weather topics.Atmospheric and Space Scientists2.3%L2L2L260%8.0 hTrust and care
Prepare scientific atmospheric or climate reports, articles, or texts.Atmospheric and Space Scientists2.3%L2L2L265%24 hAccountability
Consult with other offices, agencies, professionals, or researchers regarding the use and interpretation of climatological information for weather predictions and warnings.Atmospheric and Space Scientists2.2%L2L2L248%1.3 hAccountability, Trust and care, Access to systems
Design or develop new equipment or methods for meteorological data collection, remote sensing, or related applications.Atmospheric and Space Scientists · supplemental task2.1%L2L2L242%24 hPhysical presence, Access to systems
Research the impact of industrial projects or pollution on climate, air quality, or weather phenomena.Atmospheric and Space Scientists · supplemental task2.1%L2L2L265%24 hAccess to systems
Conduct numerical simulations of climate conditions to understand and predict global or regional weather patterns.Atmospheric and Space Scientists · supplemental task2.1%L2L2L260%23 hAccess to systems
Apply meteorological knowledge to issues such as global warming, pollution control, or ozone depletion.Atmospheric and Space Scientists1.9%L2L2L258%6.0 h–
Speak to the public to discuss weather topics or answer questions.Atmospheric and Space Scientists1.8%L2L2L250%45 minTrust and care
Create visualizations to illustrate historical or future changes in the Earth's climate, using paleoclimate or climate geographic information systems (GIS) databases.Atmospheric and Space Scientists · supplemental task1.8%L2L2L375%4.0 h–
Estimate or predict the effects of global warming over time for specific geographic regions.Atmospheric and Space Scientists · supplemental task1.5%L2L2L265%24 hAccess to systems
Manage or analyze data obtained from remote sensing systems to obtain meaningful results.Remote Sensing Scientists and Technologists1.4%L2L2L270%4.0 h–
Integrate other geospatial data sources into projects.Remote Sensing Scientists and Technologists1.4%L2L2L265%3.5 hAccess to systems
Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS).Remote Sensing Scientists and Technologists1.3%L2L2L270%4.0 h–
Organize and maintain geospatial data and associated documentation.Remote Sensing Scientists and Technologists1.3%L2L2L370%3.5 hAccess to systems
Compile and format image data to increase its usefulness.Remote Sensing Scientists and Technologists1.2%L2L2L375%2.8 hAccess to systems
Discuss project goals, equipment requirements, or methodologies with colleagues or team members.Remote Sensing Scientists and Technologists1.1%L2L2L242%1.0 hTrust and care, Access to systems
Develop or build databases for remote sensing or related geospatial project information.Remote Sensing Scientists and Technologists1.0%L2L2L375%6.0 h–
Process aerial or satellite imagery to create products such as land cover maps.Remote Sensing Scientists and Technologists1.0%L2L2L375%8.0 h–
Direct all activity associated with implementation, operation, or enhancement of remote sensing hardware or software.Remote Sensing Scientists and Technologists0.8%L2L2L242%6.0 hPhysical presence, Trust and care, Access to systems
Design or implement strategies for collection, analysis, or display of geographic data.Remote Sensing Scientists and Technologists0.8%L2L2L262%4.0 hAccess to systems
Prepare or deliver reports or presentations of geospatial project information.Remote Sensing Scientists and Technologists0.8%L2L2L268%4.0 hTrust and care
Train technicians in the use of remote sensing technology.Remote Sensing Scientists and Technologists0.8%L2L2L250%6.0 hPhysical presence, Trust and care, Access to systems
Monitor quality of remote sensing data collection operations to determine if procedural or equipment changes are necessary.Remote Sensing Scientists and Technologists0.8%L2L2L258%2.8 hAccountability, Access to systems
Collect supporting data, such as climatic or field survey data, to corroborate remote sensing data analyses.Remote Sensing Scientists and Technologists0.7%L2L2L260%4.0 hPhysical presence, Access to systems
Attend meetings or seminars or read current literature to maintain knowledge of developments in the field of remote sensing.Remote Sensing Scientists and Technologists0.7%L2L2L265%2.0 hAccess to systems
Conduct research into the application or enhancement of remote sensing technology.Remote Sensing Scientists and Technologists0.7%L2L2L260%22 hAccess to systems
Develop automated routines to correct for the presence of image distorting artifacts, such as ground vegetation.Remote Sensing Scientists and Technologists0.6%L2L2L265%6.0 h–
Use remote sensing data for forest or carbon tracking activities to assess the impact of environmental change.Remote Sensing Scientists and Technologists0.6%L2L2L270%7.0 hAccountability
Develop new analytical techniques or sensor systems.Remote Sensing Scientists and Technologists0.6%L2L2L242%24 hPhysical presence, Access to systems
Apply remote sensing data or techniques, such as surface water modeling or dust cloud detection, to address environmental issues.Remote Sensing Scientists and Technologists0.6%L2L2L262%6.0 hAccountability
Set up or maintain remote sensing data collection systems.Remote Sensing Scientists and Technologists0.5%L2L2L242%4.0 hPhysical presence, Access to systems
Participate in fieldwork.Remote Sensing Scientists and Technologists0.5%L1L1L114%8.0 hPhysical presence, Access to systems
Recommend new remote sensing hardware or software acquisitions.Remote Sensing Scientists and Technologists0.5%L2L2L265%8.0 hAccess to systems
Direct installation or testing of new remote sensing hardware or software.Remote Sensing Scientists and Technologists0.4%L2L2L235%7.0 hPhysical presence, 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)94.4%91
Eloundou et al. (2024), GPT exposure β0.52882
Felten et al. (2021), AI occupational exposure1.29694
Webb (2020), AI patent exposure96.33397
Eisfeldt et al. (2026), generative AI exposure0.43481
Anthropic Economic Index, observed use0.03858

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 (21)

Neighbouring occupations

Dashed line: meteorologists (94.4%).

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: Meteorologists (ISCO-08 2112), https://balamlabs.org/adi/occupations/2112

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: Meteorologists (ISCO-08 2112)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2112.json.