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MSc in Civil Engineering

verdict slip · printed 1 Aug 2026 · sources on every line
how to read this slip
stays humanthe evidence says this stays human led
with AIdone faster with AI in the loop: still needs you
shiftingthe evidence says AI already reaches this one
no data yetno source covers it yet, so we don't guess
STAYS HUMAN12
with AI18
shifting8
tasks charted · feeds 5 jobs38
of 38 charted tasks: 12 stay human · 18 run with AI in the loop · 8 are shifting. counts only: we don't do scores.
Civil Engineer[feeds: source]
Inspecting project sites to monitor progress and ensure conformance to design specifications and safety/sanitation standardsstays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Testing soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steelstays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Preparing or presenting public reports on bid proposals, deeds, environmental impact statements, or right-of-way descriptionswith AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Analyzing survey reports, maps, drawings, blueprints, aerial photography, or topographical/geologic datawith AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Planning and designing transportation or hydraulic systems or structures using computer-assisted design toolsshifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Estimating quantities and cost of materials, equipment, or labor to determine project feasibilityshifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Engineering Teachers, Postsecondary[feeds: source]
Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate and grade students' class work, laboratory work, assignments, and papers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Write grant proposals to procure external research funding.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Supervise undergraduate or graduate teaching, internship, and research work.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as mechanics, hydraulics, and robotics.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Initiate, facilitate, and moderate class discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Architectural and Engineering Managers[feeds: source]
Manage the coordination and overall integration of technical activities in architecture or engineering projects.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct, review, or approve project design changes.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Consult or negotiate with clients to prepare project specifications.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare budgets, bids, or contracts.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Present and explain proposals, reports, or findings to clients.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Confer with management, production, or marketing staff to discuss project specifications or procedures.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Assess project feasibility by analyzing technology, resource needs, or market demand.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Review, recommend, or approve contracts or cost estimates.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Transportation Engineer[feeds: source]
Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
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.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare project budgets, schedules, or specifications for labor or materials.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan alteration or modification of existing transportation structures to improve safety or function.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Investigate traffic problems and recommend methods to improve traffic flow or safety.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare final project layout drawings that include details such as stress calculations.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Water/Wastewater Engineer[feeds: source]
Provide technical direction or supervision to junior engineers, engineering or computer-aided design (CAD) technicians, or other technical personnel.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Review and critique proposals, plans, or designs related to water or wastewater treatment systems.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
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.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate the operation and maintenance of water or wastewater systems to identify ways to improve their efficiency.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Design or select equipment for use in wastewater processing to ensure compliance with government standards.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Design pumping systems, pumping stations, pipelines, force mains, or sewers for the collection of wastewater.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Design water distribution systems for potable or non-potable water.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Conduct water quality studies to identify and characterize water pollutant sources.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
the delta: what moves your picture
#1 Directing AI to draft a transportation infrastructure design, then checking it against real land-use and engineering constraints
In MSc in Civil Engineering's own task ledger, Civil Engineer's "Planning and designing transportation or hydraulic systems or structures using…" rates exposed and Transportation Engineer's "Design or prepare plans for new transportation systems or parts of systems,…" rates augmented; 2 of the 3 matched rows here rate augmented and 1 rates exposed. Checking a design option against the real zoning and right-of-way constraints of the actual site is what keeps an infrastructure plan buildable. first step: FHWA: Transportation Planning Process overview (free, official) · free · ~15 min
#2 Directing an AI tool to draft a technical drawing or spec sheet, then checking it against the real component datasheet
Among MSc in Civil Engineering's matched ledger rows, Civil Engineer's "Analyzing survey reports, maps, drawings, blueprints, aerial photography, or…" rates augmented and Water/Wastewater Engineer's "Design domestic or industrial water or wastewater treatment plants, including…" rates exposed; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Checking every dimension against the actual component datasheet is what keeps a spec sheet safe for someone else to build from. first step: Engineering ToolBox: free technical reference for design and specification checks · free · ~15 min
#3 Directing AI to draft a water or wastewater treatment design, then checking it against the real compliance standard
Looking at the roles MSc in Civil Engineering feeds into, Water/Wastewater Engineer's "Review and critique proposals, plans, or designs related to water or…" rates augmented; all 3 matched rows here rate augmented. Checking every component against the actual compliance standard and water-quality data is what keeps a treatment design safe to specify. first step: EPA: Drinking Water Regulations overview (free, official) · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 18 of your 38 charted tasks already run with AI in the loop. this slip shows only what we could source: where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.
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