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Bachelor of Urban & Rural Planning

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 HUMAN7
with AI13
shifting4
tasks charted · feeds 3 jobs24
of 24 charted tasks: 7 stay human · 13 run with AI in the loop · 4 are shifting. counts only: we don't do scores.
Urban and Regional Planner[feeds: source]
usually via further study
Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.with AI

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

open source ↗
Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.with AI

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

open source ↗
Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.shifting

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

open source ↗
Hold public meetings with government officials, social scientists, lawyers, developers, the public, or special interest groups to formulate, develop, or address issues regarding land use or community plans.stays human

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

open source ↗
Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.with AI

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

open source ↗
Recommend approval, denial, or conditional approval of proposals.with AI

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

open source ↗
Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.shifting

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

open source ↗
Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.shifting

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

open source ↗
Architecture Teacher, Postsecondary[feeds: source]
usually via further study
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 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 architectural design methods, aesthetics and design, and structures and materials.stays human

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

open source ↗
Evaluate and grade students' work, including work performed in design studios.with AI

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 ↗
Initiate, facilitate, and moderate classroom discussions.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 ↗
Compile, administer, and grade examinations, or assign this work to others.with AI

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

open source ↗
Architectural and Engineering Managers[feeds: source]
usually via further study
Manage the coordination and overall integration of technical activities in architecture or engineering projects.stays human

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

open source ↗
Direct, review, or approve project design changes.with AI

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

open source ↗
Consult or negotiate with clients to prepare project specifications.stays human

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

open source ↗
Prepare budgets, bids, or contracts.with AI

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

open source ↗
Present and explain proposals, reports, or findings to clients.with AI

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

open source ↗
Confer with management, production, or marketing staff to discuss project specifications or procedures.stays human

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

open source ↗
Assess project feasibility by analyzing technology, resource needs, or market demand.with AI

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

open source ↗
Review, recommend, or approve contracts or cost estimates.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 generative land-use and transportation scenario tools, with constraint-setting and sign-off kept human
In Bachelor of Urban & Rural Planning's own task ledger, Urban and Regional Planner's "Design, promote, or administer government plans or policies affecting land…" rates augmented; 1 of the 4 matched rows here rates augmented and 3 rate exposed. Setting the real constraints yourself and keeping the public sign-off a human step is what keeps a generated scenario usable. first step: MIT OpenCourseWare: Urban Transportation Planning (1.252J, free, no signup) · free · ~30 min
#2 Using AI to draft grading feedback, then re-checking it against your own rubric before it reaches a student
Among Bachelor of Urban & Rural Planning's matched ledger rows, Architecture Teacher, Postsecondary's "Plan, evaluate, and revise curricula, course content, and course materials and…" rates augmented; all 4 matched rows here rate augmented. Re-checking a suggested grade against your own rubric and your own reading of the work is what keeps feedback something a student can trust as fair. first step: UC Berkeley GSI Teaching & Resource Center: Grading Rubrics guide (free, official .edu) · free · ~15 min
#3 Directing GIS and remote-sensing analysis, then ground-truthing it in person
Looking at the roles Bachelor of Urban & Rural Planning feeds into, Urban and Regional Planner's "Design, promote, or administer government plans or policies affecting land…" rates augmented; 1 of the 3 matched rows here rates augmented and 2 rate exposed. Treating a generated map as a hypothesis to check on-site is what keeps that overlay trustworthy before anyone plans around it. first step: QGIS Documentation: "A Gentle Introduction to GIS" (free, open-source manual) · free · ~30 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 13 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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