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Bachelor of Agricultural Science

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 HUMAN9
with AI5
shifting10
tasks charted · feeds 3 jobs24
of 24 charted tasks: 9 stay human · 5 run with AI in the loop · 10 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 ↗
Soil and Plant Scientists[feeds: source]
usually via further study
Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.shifting

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

open source ↗
Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.shifting

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

open source ↗
Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.with AI

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

open source ↗
Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.shifting

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

open source ↗
Investigate soil problems or poor water quality to determine sources and effects.shifting

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

open source ↗
Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.shifting

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

open source ↗
Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.stays human

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

open source ↗
Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.with AI

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 a soil-problem diagnosis or experiment design, then verifying it against a real field or lab sample before acting
In Bachelor of Agricultural Science's own task ledger, Soil and Plant Scientists' "Conduct experiments to develop new or improved varieties of field crops,…" rates exposed; 1 of the 4 matched rows here rates augmented and 3 rate exposed. Testing a drafted hypothesis against a real sample is what keeps a soil diagnosis worth acting on. first step: FAO: Soils Portal · free · ~15 min
#2 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
Among Bachelor of Agricultural Science's matched ledger rows, 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
#3 Using AI to draft research summaries and manuscript sections while keeping authorship, methods, and collaboration credit a human-owned decision
Looking at the roles Bachelor of Agricultural Science feeds into, 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
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 5 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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