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BSc in Zoology

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 HUMAN8
with AI11
shifting5
tasks charted · feeds 3 jobs24
of 24 charted tasks: 8 stay human · 11 run with AI in the loop · 5 are shifting. counts only: we don't do scores.
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 ↗
Biological Science Teachers, Postsecondary[feeds: source]
usually via further study
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 ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as molecular biology, marine biology, and botany.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 materials for laboratory activities and 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 ↗
Supervise students' laboratory 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 ↗
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 ↗
Biological Technicians[feeds: source]
Conduct research, or assist in the conduct of research, including the collection of information and samples, such as blood, water, soil, plants and animals.stays human

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

open source ↗
Use computers, computer-interfaced equipment, robotics or high-technology industrial applications to perform work duties.shifting

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

open source ↗
Monitor and observe experiments, recording production and test data for evaluation by research personnel.stays human

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

open source ↗
Analyze experimental data and interpret results to write reports and summaries of findings.with AI

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

open source ↗
Provide technical support and services for scientists and engineers working in fields such as agriculture, environmental science, resource management, biology, and health sciences.with AI

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

open source ↗
Keep detailed logs of all work-related activities.with AI

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

open source ↗
Input data into databases.with AI

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

open source ↗
Isolate, identify and prepare specimens for examination.stays human

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

open source ↗
the delta: what moves your picture
#1 AI-assisted drafting of grant, donor, or funding-agency proposals, checked against the actual eligibility rules and budget
In BSc in Zoology's own task ledger, Natural Sciences Managers' "Design or coordinate successive phases of problem analysis, solution…" rates exposed; 1 of the 3 matched rows here rates augmented and 2 rate exposed. Checking every eligibility claim and budget line against the funder's actual guidelines is what keeps a drafted proposal fundable. first step: UW-Madison Writing Center: "Planning and Writing a Grant Proposal: The Basics" (free) · free · ~15 min
#2 Drafting field and technical survey reports with AI, checked against your raw measurements
Among BSc in Zoology's matched ledger rows, Natural Sciences Managers' "Develop client relationships and communicate with clients to explain…" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates 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
#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 Zoology 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.” 11 of your 24 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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