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Not cooked*

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BSc in Animal Husbandry

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 HUMAN20

with AI6

shifting6

tasks charted · feeds 4 jobs32

of 32 charted tasks: 20 stay human · 6 run with AI in the loop · 6 are shifting. counts only: we don't do scores.

Agricultural Sciences Teachers, Postsecondary[feeds: source]

usually via further study

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 ↗

Advise students on academic and vocational curricula and on career issues.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 ↗

Supervise laboratory sessions and field work and coordinate laboratory operations.stays human

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

open 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 and deliver lectures to undergraduate or graduate students on topics such as crop production, plant genetics, and soil chemistry.with AI

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

open source ↗

Collaborate with colleagues to address teaching and research issues.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 ↗

First-Line Supervisors of Farming, Fishing, and Forestry Workers[feeds: source]

Assign tasks such as feeding and treatment of animals, and cleaning and maintenance of animal quarters.with AI

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

open source ↗

Record the numbers and types of fish or shellfish reared, harvested, released, sold, and shipped.with AI

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

open source ↗

Monitor workers to ensure that safety regulations are followed, warning or disciplining those who violate safety regulations.stays human

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

open source ↗

Observe animals for signs of illness, injury, or unusual behavior, notifying veterinarians or managers as warranted.stays human

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

open source ↗

Observe fish and beds or ponds to detect diseases, monitor fish growth, determine quality of fish, or determine completeness of harvesting.stays human

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

open source ↗

Train workers in tree felling or bucking, operation of tractors or loading machines, yarding or loading techniques, or safety regulations.stays human

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

open source ↗

Treat animal illnesses or injuries, following experience or instructions of veterinarians.stays human

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

open source ↗

Train workers in spawning, rearing, cultivating, and harvesting methods, and in the use of equipment.stays human

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

open source ↗

Agricultural Technicians[feeds: source]

Record data pertaining to experimentation, research, or animal care.with AI

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

open source ↗

Measure or weigh ingredients used in laboratory testing.stays human

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

open source ↗

Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results.shifting

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

open source ↗

Set up laboratory or field equipment as required for site testing.stays human

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

open source ↗

Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively.stays human

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

open source ↗

Examine animals or crop specimens to determine the presence of diseases or other problems.stays human

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

open source ↗

Collect animal or crop samples.stays human

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

open source ↗

Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application.stays human

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

open source ↗

Farmers, Ranchers, and Other Agricultural Managers[feeds: source]

Collect and record growth, production, and environmental data.with AI

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

open source ↗

Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.stays human

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

open source ↗

Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.stays human

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

open source ↗

Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.stays human

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

open source ↗

Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.shifting

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

open source ↗

Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.stays human

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

open source ↗

Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.with AI

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

open source ↗

Position and regulate plant irrigation systems, and program environmental and irrigation control computers.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 lecture outlines and advising talking points, verified against the actual curriculum and each student's real record before the room or the meeting

In BSc in Animal Husbandry's own task ledger, Agricultural Sciences Teachers, Postsecondary's "Advise students on academic and vocational curricula and on career issues" rates exposed; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Checking a drafted outline against the real curriculum and the student's actual record is what keeps advising trustworthy. first step: CMU Eberly Center: Lectures · free · ~15 min

#2 Using AI to draft research summaries and manuscript sections while keeping authorship, methods, and collaboration credit a human-owned decision

Among BSc in Animal Husbandry's matched ledger rows, Agricultural Sciences Teachers, Postsecondary's "Conduct research in a particular field of knowledge and publish findings in…" rates exposed; all 2 matched rows here rate exposed. Verifying every claim against the primary study yourself is what keeps a publication worth putting your name on. first step: Purdue OWL: Research and Citation Resources · free · ~15 min

#3 Directing AI to draft a data-analysis pipeline or entry, then verifying it against a known reference dataset

Looking at the roles BSc in Animal Husbandry feeds into, Agricultural Technicians' "Record data pertaining to experimentation, research, or animal care" rates augmented; the one matched row here rates augmented. Running a pipeline against a reference dataset with a known answer is what keeps its output trustworthy on data where the answer isn't known yet. first step: NCBI: Learn (free tutorials on reference databases and validation) · free · ~15 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 6 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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