Ingenieros Civiles
Ciencias de la Vida, Físicas y SocialesExposición a la IA
- Fuente de datos: BLSPublicado: 2026-08
Alto· relativa
BajoCuatro bandas relativasMuy altoValor por grupo ocupacional
Escala, base y fuente
Cuatro bandas relativas (Bajo / Moderado / Alto / Muy alto)
831 ocupaciones detalladas de la tabla de proyecciones de empleo de BLS. El valor se asigna por código de la National Employment Matrix (NEM), de modo que las ocupaciones que comparten un código NEM reciben la misma banda
- Fuente de datos: AnthropicPublicado: 2026-03
0.008
0.000Rango de los valores aquí recogidos0.745Escala, base y fuente
Índice de exposición observada, 0–1 tal como se publica
Mapeado sobre tareas de O*NET
- Fuente de datos: ILOPublicado: 2025
0.30
0.09Rango de los valores aquí recogidos0.70Valor por grupo ocupacional
Escala, base y fuente
Índice de exposición a la IA generativa, 0–1 tal como se publica
Grupo primario de la CIUO-08 — todas las ocupaciones con ese código reciben este valor
Calculado por este sitio, no publicado por la OIT: de las 1012 ocupaciones que este sitio vincula al conjunto de datos de la OIT, un 67% alcanza o supera este valor.
Qué tipo de cifra publica esta fuente
La categoría de BLS es un rango relativo, no un nivel absoluto, y tampoco es una medición de primera mano: agrupa en cuatro bandas los rangos percentiles de la ocupación en varios estudios publicados. No es una previsión de empleo ni de salarios, no es una probabilidad de adopción y no distingue entre automatización y aumento.
Task-level exposure
Solo tareas expuestas| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Provide technical advice to industrial or managerial personnel regarding design, construction, program modifications, or structural repairs.17-2051 | 0.030060.0 | 0.00000.0 |
Develop or assist in the development of transportation-related computer software or computer processes.17-2051 | 0.010020.0 | 0.0100100.0 |
Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.17-2051 | 0.010020.0 | 0.00000.0 |
Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.17-2051 | 0.00000.0 | 0.00000.0 |
Prepare project budgets, schedules, or specifications for labor or materials.17-2051 | 0.00000.0 | 0.00000.0 |
Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.17-2051 | 0.00000.0 | 0.00000.0 |
Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.17-2051 | 0.00000.0 | —0 |
Estimate transportation project costs.17-2051 | 0.00000.0 | —0 |
Write technical reports or publications related to water resources development or water use efficiency.17-2051 | 0.00000.0 | —0 |
Review and critique proposals, plans, or designs related to water or wastewater treatment systems.17-2051 | 0.00000.0 | —0 |
Conduct cost-benefit analyses for the construction of water supply systems, runoff collection networks, water and wastewater treatment plants, or wastewater collection systems.17-2051 | 0.00000.0 | —0 |
Analyze and recommend chemical, biological, or other wastewater treatment methods to prepare water for industrial or domestic use.17-2051 | 0.00000.0 | —0 |
| Not observed on any surface — 58 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. | ||
Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications. | —0 | —0 |
Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards. | —0 | —0 |
Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction. | —0 | —0 |
Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions. | —0 | —0 |
Design energy-efficient or environmentally sound civil structures. | —0 | —0 |
Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations. | —0 | —0 |
Manage and direct the construction, operations, or maintenance activities at project site. | —0 | —0 |
Plan and design transportation or hydraulic systems or structures, using computer-assisted design or drawing tools. | —0 | —0 |
Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel. | —0 | —0 |
Conduct studies of traffic patterns or environmental conditions to identify engineering problems and assess potential project impact. | —0 | —0 |
Design or engineer systems to efficiently dispose of chemical, biological, or other toxic wastes. | —0 | —0 |
Develop or implement engineering solutions to clean up industrial accidents or other contaminated sites. | —0 | —0 |
Identify environmental risks and develop risk management strategies for civil engineering projects. | —0 | —0 |
Present data, maps, or other information at construction-related public hearings or meetings. | —0 | —0 |
Review development plans to determine potential traffic impact. | —0 | —0 |
Evaluate transportation systems or traffic control devices or lighting systems to determine need for modification or expansion. | —0 | —0 |
Evaluate traffic control devices or lighting systems to determine need for modification or expansion. | —0 | —0 |
Prepare final project layout drawings that include details such as stress calculations. | —0 | —0 |
Plan alteration or modification of existing transportation structures to improve safety or function. | —0 | —0 |
Participate in contract bidding, negotiation, or administration. | —0 | —0 |
Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible solutions to transportation problems. | —0 | —0 |
Investigate traffic problems and recommend methods to improve traffic flow or safety. | —0 | —0 |
Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations. | —0 | —0 |
Direct the surveying, staking, or laying-out of construction projects. | —0 | —0 |
Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules. | —0 | —0 |
Analyze environmental impact statements for transportation projects. | —0 | —0 |
Supervise the maintenance or repair of transportation systems or system components. | —0 | —0 |
Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting. | —0 | —0 |
Design or engineer drainage, erosion, or sedimentation control systems for transportation projects. | —0 | —0 |
Design transportation systems or structures with sustainable materials or products, such as porous pavement or bioretention structures. | —0 | —0 |
Evaluate construction project materials for compliance with environmental standards. | —0 | —0 |
Inspect completed transportation projects to ensure compliance with environmental regulations. | —0 | —0 |
Investigate or test specific construction project materials to determine compliance to specifications or standards. | —0 | —0 |
Develop plans to deconstruct damaged or obsolete roadways or other transportation structures in a manner that is environmentally sound or prepares the land for sustainable development. | —0 | —0 |
Provide technical support on water resource or treatment issues to government agencies. | —0 | —0 |
Provide technical direction or supervision to junior engineers, engineering or computer-aided design (CAD) technicians, or other technical personnel. | —0 | —0 |
Identify design alternatives for the development of new water resources. | —0 | —0 |
Develop plans for new water resources or water efficiency programs. | —0 | —0 |
Design or select equipment for use in wastewater processing to ensure compliance with government standards. | —0 | —0 |
Conduct water quality studies to identify and characterize water pollutant sources. | —0 | —0 |
Perform hydrological analyses, using three-dimensional simulation software, to model the movement of water or forecast the dispersion of chemical pollutants in the water supply. | —0 | —0 |
Perform hydraulic analyses of water supply systems or water distribution networks to model flow characteristics, test for pressure losses, or to identify opportunities to mitigate risks and improve operational efficiency. | —0 | —0 |
Oversee the construction of decentralized or on-site wastewater treatment systems, including reclaimed water facilities. | —0 | —0 |
Gather and analyze water use data to forecast water demand. | —0 | —0 |
Conduct feasibility studies for the construction of facilities, such as water supply systems, runoff collection networks, water and wastewater treatment plants, or wastewater collection systems. | —0 | —0 |
Conduct environmental impact studies related to water and wastewater collection, treatment, or distribution. | —0 | —0 |
Analyze the efficiency of water delivery structures, such as dams, tainter gates, canals, pipes, penstocks, or cofferdams. | —0 | —0 |
Analyze storm water or floodplain drainage systems to control erosion, stabilize river banks, repair channel streams, or design bridges. | —0 | —0 |
Analyze and recommend sludge treatment or disposal methods. | —0 | —0 |
Design water storage tanks or other water storage facilities. | —0 | —0 |
Design water runoff collection networks, water supply channels, or water supply system networks. | —0 | —0 |
Design water or wastewater lift stations, including water wells. | —0 | —0 |
Design water distribution systems for potable or non-potable water. | —0 | —0 |
Design sludge treatment plants. | —0 | —0 |
Design pumping systems, pumping stations, pipelines, force mains, or sewers for the collection of wastewater. | —0 | —0 |
Design domestic or industrial water or wastewater treatment plants, including advanced facilities with sequencing batch reactors (SBR), membranes, lift stations, headworks, surge overflow basins, ultraviolet disinfection systems, aerobic digesters, sludge lagoons, or control buildings. | —0 | —0 |
Evaluate the operation and maintenance of water or wastewater systems to identify ways to improve their efficiency. | —0 | —0 |
Perform mathematical modeling of underground or surface water resources, such as floodplains, ocean coastlines, streams, rivers, or wetlands. | —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 |
|---|---|
Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions.O*NET Task ID 152 | 1.0 |
Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.O*NET Task ID 147 | 0.5 |
Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction.O*NET Task ID 150 | 0.5 |
Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.O*NET Task ID 151 | 0.5 |
Conduct studies of traffic patterns or environmental conditions to identify engineering problems and assess potential project impact.O*NET Task ID 155 | 0.5 |
Analyze manufacturing processes or byproducts to identify engineering solutions to minimize the output of carbon or other pollutants.O*NET Task ID 19606 | 0.5 |
Design energy-efficient or environmentally sound civil structures.O*NET Task ID 19607 | 0.5 |
Design or engineer systems to efficiently dispose of chemical, biological, or other toxic wastes.O*NET Task ID 19608 | 0.5 |
Develop or implement engineering solutions to clean up industrial accidents or other contaminated sites.O*NET Task ID 19609 | 0.5 |
Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations.O*NET Task ID 19610 | 0.5 |
Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.O*NET Task ID 148 | 0.0 |
Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.O*NET Task ID 153 | 0.0 |
Manage and direct the construction, operations, or maintenance activities at project site.O*NET Task ID 20490 | 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