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AI exposure Architecture and engineering

Will AI replace civil engineers?

Civil Engineers. US occupation 17-2051.

0.8%

of the time civil engineers spend on their work goes on tasks where AI is already being used to do that work.of civil engineers' working hours go on tasks AI has already started taking off their plate.

Ranked 340 of 756 US occupations. More exposed than 54% of them.Further along than 54% of them.

Average US job 7.7%

Around the middle of the pack.Keeping pace with the average job.

What AI already does for civil engineersWhat civil engineers no longer do alone

O*NET lists 70 tasks for civil engineers. AI use at work shows up in 2 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.

  1. Investigate or test specific construction project materials to determine compliance to specifications or standards. mostly automated 0.88
  2. Evaluate construction project materials for compliance with environmental standards.Core task automated and assisted 0.72

What it does not touch, yetWhat still needs a human

68 of the 70 tasks show no AI use at work in the data.

  • Analyze and recommend chemical, biological, or other wastewater treatment methods to prepare water for industrial or domestic use.Core task
  • Analyze and recommend sludge treatment or disposal methods.Core task
  • Analyze environmental impact statements for transportation projects.Core task
  • Analyze storm water or floodplain drainage systems to control erosion, stabilize river banks, repair channel streams, or design bridges.Core task
  • Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.Core task
  • Analyze the efficiency of water delivery structures, such as dams, tainter gates, canals, pipes, penstocks, or cofferdams.Core task
Show the other 62
  • Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.Core task
  • Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.Core task
  • Conduct cost-benefit analyses for the construction of water supply systems, runoff collection networks, water and wastewater treatment plants, or wastewater collection systems.Core task
  • Conduct environmental impact studies related to water and wastewater collection, treatment, or distribution.Core task
  • 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.Core task
  • Conduct water quality studies to identify and characterize water pollutant sources.Core task
  • Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules.Core task
  • 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.Core task
  • Design energy-efficient or environmentally sound civil structures.Core task
  • Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.Core task
  • 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.Core task
  • Design or select equipment for use in wastewater processing to ensure compliance with government standards.Core task
  • Design pumping systems, pumping stations, pipelines, force mains, or sewers for the collection of wastewater.Core task
  • Design sludge treatment plants.Core task
  • Design transportation systems or structures with sustainable materials or products, such as porous pavement or bioretention structures.Core task
  • Design water distribution systems for potable or non-potable water.Core task
  • Design water or wastewater lift stations, including water wells.Core task
  • Design water runoff collection networks, water supply channels, or water supply system networks.Core task
  • Design water storage tanks or other water storage facilities.Core task
  • Develop plans for new water resources or water efficiency programs.Core task
  • Direct engineering activities, ensuring compliance with environmental, safety, or other governmental regulations.Core task
  • Direct or participate in surveying to lay out installations or establish reference points, grades, or elevations to guide construction.Core task
  • Direct the surveying, staking, or laying-out of construction projects.Core task
  • Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.Core task
  • Estimate transportation project costs.Core task
  • Evaluate the operation and maintenance of water or wastewater systems to identify ways to improve their efficiency.Core task
  • Evaluate traffic control devices or lighting systems to determine need for modification or expansion.Core task
  • Evaluate transportation systems or traffic control devices or lighting systems to determine need for modification or expansion.Core task
  • Gather and analyze water use data to forecast water demand.Core task
  • Identify design alternatives for the development of new water resources.Core task
  • Inspect completed transportation projects to ensure compliance with environmental regulations.Core task
  • Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations.Core task
  • Inspect project sites to monitor progress and ensure conformance to design specifications and safety or sanitation standards.Core task
  • Investigate traffic problems and recommend methods to improve traffic flow or safety.Core task
  • Manage and direct the construction, operations, or maintenance activities at project site.Core task
  • Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible solutions to transportation problems.Core task
  • Oversee the construction of decentralized or on-site wastewater treatment systems, including reclaimed water facilities.Core task
  • Participate in contract bidding, negotiation, or administration.Core task
  • 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.Core task
  • 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.Core task
  • Plan alteration or modification of existing transportation structures to improve safety or function.Core task
  • Plan and design transportation or hydraulic systems or structures, using computer-assisted design or drawing tools.Core task
  • Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.Core task
  • Prepare final project layout drawings that include details such as stress calculations.Core task
  • Prepare or present public reports on topics such as bid proposals, deeds, environmental impact statements, or property and right-of-way descriptions.Core task
  • Prepare project budgets, schedules, or specifications for labor or materials.Core task
  • Present data, maps, or other information at construction-related public hearings or meetings.Core task
  • Provide technical advice to industrial or managerial personnel regarding design, construction, program modifications, or structural repairs.Core task
  • Provide technical direction or supervision to junior engineers, engineering or computer-aided design (CAD) technicians, or other technical personnel.Core task
  • Provide technical support on water resource or treatment issues to government agencies.Core task
  • Review and critique proposals, plans, or designs related to water or wastewater treatment systems.Core task
  • Review development plans to determine potential traffic impact.Core task
  • Supervise the maintenance or repair of transportation systems or system components.Core task
  • Write technical reports or publications related to water resources development or water use efficiency.Core task
  • Conduct studies of traffic patterns or environmental conditions to identify engineering problems and assess potential project impact.
  • Design or engineer systems to efficiently dispose of chemical, biological, or other toxic wastes.
  • Develop or assist in the development of transportation-related computer software or computer processes.
  • Develop or implement engineering solutions to clean up industrial accidents or other contaminated sites.
  • 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.
  • Identify environmental risks and develop risk management strategies for civil engineering projects.
  • Perform mathematical modeling of underground or surface water resources, such as floodplains, ocean coastlines, streams, rivers, or wetlands.
  • Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.

How that compares

Among the 34 architecture and engineering occupations, civil engineers rank 18. The group averages 3.8%, and its most exposed job is Computer Hardware Engineers at 14.5%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Just above in the ranking

  1. 334Plumbers, Pipefitters, and Steamfitters 1.2%
  2. 338Funeral Home Managers 1.1%
  3. 338Photographic Process Workers and Processing Machine Operators 1.1%

Just below

  1. 342Child, Family, and School Social Workers 0.7%
  2. 343Agricultural Technicians 0.6%
  3. 343Special Education Teachers, Preschool 0.6%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.