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Not cooked*

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BSc in Forestry & Wood Technology

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 HUMAN15

with AI12

shifting2

tasks charted · feeds 4 jobs29

of 29 charted tasks: 15 stay human · 12 run with AI in the loop · 2 are shifting. counts only: we don't do scores.

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 ↗

Forestry and Conservation Science Teachers, Postsecondary[feeds: source]

usually via further study

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 ↗

Prepare and deliver lectures to undergraduate or graduate students on topics, such as forest resource policy, forest pathology, and mapping.stays human

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

open source ↗

Evaluate and grade students' class work, assignments, and papers.with AI

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

open source ↗

Supervise students' laboratory or field work.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 ↗

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 ↗

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 ↗

Collaborate with colleagues to address teaching and research issues.with AI

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

open source ↗

Forest and Conservation Technicians[feeds: source]

Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks.stays human

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

open source ↗

Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.stays human

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

open source ↗

Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention.with AI

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

open source ↗

Patrol park or forest areas to protect resources and prevent damage.stays human

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

open source ↗

Map forest tract data using digital mapping systems.with AI

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

open source ↗

the delta: what moves your picture

#1 Directing AI to draft a preservation or conservation recommendation, then checking it against the real environmental conditions

In BSc in Forestry & Wood Technology's own task ledger, Forest and Conservation Technicians' "Provide information about, and enforce, regulations, such as those concerning…" rates augmented; all 2 matched rows here rate augmented. Checking a preservation recommendation against the actual temperature and humidity conditions is what keeps it safe to apply to a real object. first step: American Institute for Conservation: Collection Care resources (free guide, no signup) · free · ~15 min

#2 Using AI to draft a soil-conservation recommendation for a landowner, then checking it against the real site conditions before advising anyone

Among BSc in Forestry & Wood Technology's matched ledger rows, Conservation Scientists' "Plan soil management or conservation practices, such as crop rotation,…" rates augmented; all 2 matched rows here rate augmented. 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

#3 Using AI to compute conservation-practice design specifications, then verifying the numbers against the real survey and field data

Looking at the roles BSc in Forestry & Wood Technology feeds into, Conservation Scientists' "Apply principles of specialized fields of science, such as agronomy, soil…" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Checking computed specifications against the real survey data is what keeps a conservation design buildable. first step: USDA NRCS: Conservation Basics · free · ~15 min

* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 12 of your 29 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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