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BSc in Agrotechnology

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 HUMAN26
with AI17
shifting13
tasks charted · feeds 7 jobs56
of 56 charted tasks: 26 stay human · 17 run with AI in the loop · 13 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 ↗
Conservation Scientists[feeds: source]
Apply principles of specialized fields of science, such as agronomy, soil science, forestry, or agriculture, to achieve conservation objectives.with AI

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

open source ↗
Plan soil management or conservation practices, such as crop rotation, reforestation, permanent vegetation, contour plowing, or terracing, to maintain soil or conserve water.with AI

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

open source ↗
Monitor projects during or after construction to ensure projects conform to design specifications.stays human

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

open source ↗
Advise land users, such as farmers or ranchers, on plans, problems, or alternative conservation solutions.with AI

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

open source ↗
Implement soil or water management techniques, such as nutrient management, erosion control, buffers, or filter strips, in accordance with conservation plans.stays human

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

open source ↗
Compute design specifications for implementation of conservation practices, using survey or field information, technical guides or engineering manuals.shifting

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

open source ↗
Gather information from geographic information systems (GIS) databases or applications to formulate land use recommendations.with AI

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

open source ↗
Participate on work teams to plan, develop, or implement programs or policies for improving environmental habitats, wetlands, or groundwater or soil resources.with AI

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

open source ↗
Food Scientists and Technologists[feeds: source]
Inspect food processing areas to ensure compliance with government regulations and standards for sanitation, safety, quality, and waste management.stays human

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

open source ↗
Check raw ingredients for maturity or stability for processing, and finished products for safety, quality, and nutritional value.stays human

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

open source ↗
Develop new or improved ways of preserving, processing, packaging, storing, and delivering foods, using knowledge of chemistry, microbiology, and other sciences.shifting

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

open source ↗
Test new products for flavor, texture, color, nutritional content, and adherence to government and industry standards.stays human

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

open source ↗
Stay up to date on new regulations and current events regarding food science by reviewing scientific literature.with AI

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

open source ↗
Evaluate food processing and storage operations and assist in the development of quality assurance programs for such operations.with AI

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

open source ↗
Confer with process engineers, plant operators, flavor experts, and packaging and marketing specialists to resolve problems in product development.with AI

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

open source ↗
Study the structure and composition of food or the changes foods undergo in storage and processing.with AI

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 ↗
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 a soil-conservation recommendation for a landowner, then checking it against the real site conditions before advising anyone
In BSc in Agrotechnology's own task ledger, Conservation Scientists' "Plan soil management or conservation practices, such as crop rotation,…" rates augmented and Soil and Plant Scientists' "Develop methods of conserving or managing soil that can be applied by farmers…" rates exposed; 3 of the 4 matched rows here rate augmented and 1 rates exposed. Checking a drafted recommendation against the real site conditions is what keeps conservation advice worth following. first step: USDA NRCS: Conservation Basics · free · ~15 min
#2 Using AI to draft a soil-problem diagnosis or experiment design, then verifying it against a real field or lab sample before acting
Among BSc in Agrotechnology's matched ledger rows, 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
#3 Directing AI to draft a testing or process-control procedure, then checking it against the real quality-assurance standard
Looking at the roles BSc in Agrotechnology feeds into, Food Scientists and Technologists' "Develop new or improved ways of preserving, processing, packaging, storing,…" rates exposed; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Checking every control point against the real quality-assurance program and equipment capability is what keeps a testing procedure safe to put into use. first step: FDA: Food Code (free, official reference for process and testing standards) · free · ~20 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 17 of your 56 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.
chartmypath.io/AICookedMyDegree · no account · results private by default
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