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Not cooked*

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BSc in Geology

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 HUMAN5

with AI14

shifting8

tasks charted · feeds 4 jobs27

of 27 charted tasks: 5 stay human · 14 run with AI in the loop · 8 are shifting. counts only: we don't do scores.

Wind Energy Engineers[feeds: source]

Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.with AI

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

open source ↗

Recommend process or infrastructure changes to improve wind turbine performance, reduce operational costs, or comply with regulations.shifting

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

open source ↗

Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.with AI

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

open source ↗

Natural Sciences Managers[feeds: source]

usually via further study

Hire, supervise, or evaluate engineers, technicians, researchers, or other staff.stays human

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

open source ↗

Design or coordinate successive phases of problem analysis, solution proposals, or testing.shifting

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

open source ↗

Plan or direct research, development, or production activities.with AI

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

open source ↗

Review project activities and prepare and review research, testing, or operational reports.with AI

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

open source ↗

Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance.with AI

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

open source ↗

Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status.with AI

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

open source ↗

Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals.shifting

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

open source ↗

Prepare project proposals.shifting

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

open source ↗

Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary[feeds: source]

usually via further study

Maintain student attendance records, grades, and other required records.with AI

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 structural geology, micrometeorology, and atmospheric thermodynamics.stays human

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

open source ↗

Evaluate and grade students' class work, assignments, and papers.with AI

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

open source ↗

Compile, administer, and grade examinations, or assign this work to others.with AI

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

open source ↗

Supervise laboratory work and field work.stays human

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

open source ↗

Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.with AI

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 ↗

Initiate, facilitate, and moderate classroom discussions.stays human

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

open source ↗

Hydrologists[feeds: source]

usually via further study

Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.shifting

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

open source ↗

Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.shifting

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

open source ↗

Measure and graph phenomena such as lake levels, stream flows, and changes in water volumes.with AI

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

open source ↗

Conduct research and communicate information to promote the conservation and preservation of water resources.shifting

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

open source ↗

Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians.stays human

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

open source ↗

Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.with AI

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

open source ↗

Apply research findings to help minimize the environmental impacts of pollution, waterborne diseases, erosion, and sedimentation.with AI

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

open source ↗

Study and document quantities, distribution, disposition, and development of underground and surface waters.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 Drafting field and technical survey reports with AI, checked against your raw measurements

In BSc in Geology's own task ledger, Natural Sciences Managers' "Develop client relationships and communicate with clients to explain…" rates augmented and Hydrologists' "Prepare written and oral reports describing research results, using…" rates exposed; 2 of the 4 matched rows here rate augmented and 2 rate exposed. Checking every number and map against your own raw measurements is what keeps a technical report citable. first step: USGS: Suggestions to Authors of the Reports of the United States Geological Survey (free public-domain style guide) · free · ~20 min

#2 Directing AI to draft a stakeholder briefing or proposal, then checking every technical claim before presenting it

Among BSc in Geology's matched ledger rows, Natural Sciences Managers' "Confer with scientists, engineers, regulators, or others to plan or review…" rates augmented; all 2 matched rows here rate augmented. Verifying every technical claim against your own field data before presenting is what keeps a stakeholder briefing worth the room's trust. first step: BLM: Rangelands and Grazing program overview (free, official) · free · ~15 min

#3 Using AI to draft a project's scope and goals, then checking it against real constraints before committing

Looking at the roles BSc in Geology feeds into, Natural Sciences Managers' "Design or coordinate successive phases of problem analysis, solution…" rates exposed; all 2 matched rows here rate exposed. Checking a stated deadline or resource against what is actually available is what keeps a project scope something you can commit to. first step: SBA: Setting business goals and objectives (free guide) · free · ~15 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 14 of your 27 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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