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BSc in Microbiology

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 AI15
shifting5
tasks charted · feeds 4 jobs32
of 32 charted tasks: 12 stay human · 15 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 ↗
Food Science Technician[feeds: source]
Record or compile test results or prepare graphs, charts, or reports.with AI

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

open source ↗
Conduct standardized tests on food, beverages, additives, or preservatives to ensure compliance with standards and regulations regarding factors such as color, texture, or nutrients.stays human

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

open source ↗
Maintain records of testing results or other documents as required by state or other governing agencies.with AI

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

open source ↗
Taste or smell foods or beverages to ensure that flavors meet specifications or to select samples with specific characteristics.stays human

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

open source ↗
Monitor and control temperature of products.stays human

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

open source ↗
Compute moisture or salt content, percentages of ingredients, formulas, or other product factors, using mathematical and chemical procedures.with AI

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

open source ↗
Perform regular maintenance of laboratory equipment by inspecting, calibrating, cleaning, or sterilizing.stays human

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

open source ↗
Analyze test results to classify products or compare results with standard tables.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 Using AI to draft food-safety or QA documentation fast, then checking every critical limit against the real HACCP plan
In BSc in Microbiology's own task ledger, Food Science Technician's "Compute moisture or salt content, percentages of ingredients, formulas, or…" rates augmented; all 2 matched rows here rate augmented. Checking every critical limit against the real HACCP plan is what keeps a drafted document ready to file, not just ready to read. first step: FDA: HACCP Principles & Application Guidelines · free · ~20 min
#2 Drafting field and technical survey reports with AI, checked against your raw measurements
Among BSc in Microbiology'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 Directing AI to draft a stakeholder briefing or proposal, then checking every technical claim before presenting it
Looking at the roles BSc in Microbiology feeds into, 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
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 15 of your 32 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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