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Not cooked*

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BSc in Civil & Environmental 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 HUMAN14

with AI20

shifting7

tasks charted · feeds 6 jobs41

of 41 charted tasks: 14 stay human · 20 run with AI in the loop · 7 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]

usually via further study

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 ↗

Environmental Engineer[feeds: source]

Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability.with AI

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

open source ↗

Collaborate with environmental scientists, planners, hazardous waste technicians, engineers, experts in law or business, or other specialists to address environmental problems.with AI

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

open source ↗

Assess the existing or potential environmental impact of land use projects on air, water, or land.with AI

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

open source ↗

Advise corporations or government agencies of procedures to follow in cleaning up contaminated sites to protect people and the environment.with AI

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

open source ↗

Inspect industrial or municipal facilities or programs to evaluate operational effectiveness or ensure compliance with environmental regulations.stays human

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

open source ↗

Design, or supervise the design of, systems, processes, or equipment for control, management, or remediation of water, air, or soil quality.with AI

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

open source ↗

Direct installation or operation of environmental monitoring devices or supervise related data collection programs.stays human

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

open source ↗

Prepare, review, or update environmental investigation or recommendation reports.with AI

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

open source ↗

Traffic Technician[feeds: source]

Study traffic delays by noting times of delays, the numbers of vehicles affected, and vehicle speed through the delay area.with AI

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

open source ↗

Interact with the public to answer traffic-related questions, respond to complaints or requests, or discuss traffic control ordinances, plans, policies, or procedures.with AI

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

open source ↗

Prepare graphs, charts, diagrams, or other aids to illustrate observations or conclusions.with AI

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

open source ↗

Architectural and Engineering Managers[feeds: source]

usually via further study

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 ↗

Environmental Science and Protection Technicians, Including Health[feeds: source]

Discuss test results and analyses with customers.with AI

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

open source ↗

Record test data and prepare reports, summaries, or charts that interpret test results.shifting

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

open source ↗

Develop or implement programs for monitoring of environmental pollution or radiation.with AI

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

open source ↗

Investigate hazardous conditions or spills or outbreaks of disease or food poisoning, collecting samples for analysis.stays human

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

open source ↗

Calibrate microscopes or test instruments.stays human

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

open source ↗

Provide information or technical or program assistance to government representatives, employers, or the general public on the issues of public health, environmental protection, or workplace safety.shifting

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

open source ↗

Collect samples of gases, soils, water, industrial wastewater, or asbestos products to conduct tests on pollutant levels or identify sources of pollution.stays human

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

open source ↗

Monitor emission control devices to ensure they are operating properly and comply with state and federal regulations.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 generative land-use and transportation scenario tools, with constraint-setting and sign-off kept human

In BSc in Civil & Environmental Engineering's own task ledger, Civil Engineer's "Planning and designing transportation or hydraulic systems or structures using…" rates exposed and Traffic Technician's "Study traffic delays by noting times of delays, the numbers of vehicles…" rates augmented; 2 of the 3 matched rows here rate augmented and 1 rates exposed. Setting the real constraints yourself and keeping the public sign-off a human step is what keeps a generated scenario usable. first step: MIT OpenCourseWare: Urban Transportation Planning (1.252J, free, no signup) · free · ~30 min

#2 Directing an AI tool to draft a technical drawing or spec sheet, then checking it against the real component datasheet

Among BSc in Civil & Environmental Engineering's matched ledger rows, Civil Engineer's "Analyzing survey reports, maps, drawings, blueprints, aerial photography, or…" rates augmented and Traffic Technician's "Prepare graphs, charts, diagrams, or other aids to illustrate observations or…" rates augmented; all 2 matched rows here rate augmented. 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 Drafting environmental-monitoring and impact-assessment write-ups with AI, keeping the site visit and sign-off human

Looking at the roles BSc in Civil & Environmental Engineering feeds into, Environmental Science and Protection Technicians, Including Health's "Develop or implement programs for monitoring of environmental pollution or…" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Verifying every finding against your own samples and site observations is what keeps a drafted assessment defensible. first step: US EPA: "National Environmental Policy Act Review Process" (free government guidance) · free · ~15 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 20 of your 41 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.

chartmypath.io/AICookedMyDegree · no account · results private by default

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