Géoscientifiques
Sciences de la Vie, Physiques et SocialesExposition à l'IA
- Source des données: BLSPublié: 2026-08
Élevée· relative
FaibleQuatre bandes relativesTrès élevéeValeur par groupe professionnel
Échelle, base et source
Quatre bandes relatives (Faible / Modérée / Élevée / Très élevée)
831 métiers détaillés du tableau des projections d'emploi du BLS. La valeur est attribuée par code de la National Employment Matrix (NEM), si bien que les métiers partageant un code NEM reçoivent la même bande
- Source des données: AnthropicPublié: 2026-03
0.043
0.000Étendue des valeurs présentées ici0.745Échelle, base et source
- Source des données: ILOPublié: 2025
0.36
0.09Étendue des valeurs présentées ici0.70Valeur par groupe professionnel
Échelle, base et source
Indice d'exposition à l'IA générative, 0–1 tel que publié
Groupe de base CITP-08 — tous les métiers partageant le code reçoivent cette valeur
Calculé par ce site, non publié par l'OIT : sur les 1 012 professions que ce site relie au jeu de données de l'OIT, 60% atteignent ou dépassent cette valeur.
Quelle est la nature de la valeur publiée par cette source
La catégorie BLS est un rang relatif et non un niveau absolu, et ce n'est pas une mesure de première main : elle regroupe en quatre bandes les rangs centiles du métier dans plusieurs études publiées. Ce n'est ni une prévision d'emploi ou de salaire, ni une probabilité d'adoption, et elle ne distingue pas automatisation et augmentation.
Task-level exposure
| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Review environmental, historical, or technical reports and publications for accuracy.19-2042 | 0.00000.0 | 0.00000.0 |
Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.19-2042 | 0.00000.0 | —0 |
Develop applied software for the analysis and interpretation of geological data.19-2042 | 0.00000.0 | —0 |
| Not observed on any surface — 29 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application. | —0 | —0 |
Investigate the composition, structure, or history of the Earth's crust through the collection, examination, measurement, or classification of soils, minerals, rocks, or fossil remains. | —0 | —0 |
Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research. | —0 | —0 |
Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results. | —0 | —0 |
Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects. | —0 | —0 |
Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management. | —0 | —0 |
Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities. | —0 | —0 |
Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers. | —0 | —0 |
Analyze and interpret geological data, using computer software. | —0 | —0 |
Locate and review research articles or environmental, historical, or technical reports. | —0 | —0 |
Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions. | —0 | —0 |
Assess ground or surface water movement to provide advice on issues, such as waste management, route and site selection, or the restoration of contaminated sites. | —0 | —0 |
Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments. | —0 | —0 |
Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews. | —0 | —0 |
Collaborate with medical or health researchers to address health problems related to geological materials or processes. | —0 | —0 |
Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation. | —0 | —0 |
Determine ways to mitigate the negative consequences of mineral dust dispersion. | —0 | —0 |
Develop strategies for more environmentally friendly resource extraction and reclamation. | —0 | —0 |
Develop ways to capture or use gases burned off as waste during oil production processes. | —0 | —0 |
Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems. | —0 | —0 |
Identify possible sites for carbon sequestration projects. | —0 | —0 |
Locate potential sources of geothermal energy. | —0 | —0 |
Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management. | —0 | —0 |
Research geomechanical or geochemical processes to be used in carbon sequestration projects. | —0 | —0 |
Research ways to reduce the ecological footprint of increasingly prevalent megacities. | —0 | —0 |
Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination. | —0 | —0 |
Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models. | —0 | —0 |
Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery. | —0 | —0 |
Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications. | —0 | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.O*NET Task ID 3712 | 1.0 |
Develop applied software for the analysis and interpretation of geological data.O*NET Task ID 3716 | 1.0 |
Review environmental, historical, or technical reports and publications for accuracy.O*NET Task ID 21176 | 1.0 |
Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.O*NET Task ID 3702 | 0.5 |
Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.O*NET Task ID 3705 | 0.5 |
Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.O*NET Task ID 3706 | 0.5 |
Assess ground or surface water movement to provide advice on issues, such as waste management, route and site selection, or the restoration of contaminated sites.O*NET Task ID 3707 | 0.5 |
Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.O*NET Task ID 3709 | 0.5 |
Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.O*NET Task ID 3711 | 0.5 |
Analyze and interpret geological data, using computer software.O*NET Task ID 15224 | 0.5 |
Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application.O*NET Task ID 3703 | 0.0 |
Investigate the composition, structure, or history of the Earth's crust through the collection, examination, measurement, or classification of soils, minerals, rocks, or fossil remains.O*NET Task ID 3704 | 0.0 |
Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.O*NET Task ID 3713 | 0.0 |
Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.O*NET Task ID 3714 | 0.0 |
Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.O*NET Task ID 20392 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page