UK AI Exposure · Professional occupations
Chartered architectural technologists, planning officers and consultants
Chartered architectural technologists, planning officers and consultants direct or undertake the planning of the layout and the co-ordination of plans for the development of urban and rural areas, provide architectural design services, and negotiate and manage the development from conception to completion of construction projects and lead on a variety of technical functions and solutions in the design of buildings and the layout of urban and rural areas.
- Employees (UK)
- 20k
- Median annual pay
- £34,951
- Exposure score ?
- 0.0/10 Minimal 9.5/10 Very high strict reading · with tools is 9.5/10 with-tools reading · strict is 0.0/10
- Wage exposure
- £0 £0
Higher exposure than 3% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Almost every routine task in this role is within reach of today's language models. Roles at this level are getting rebuilt - often not by disappearing, but by one person using AI to do three or five people's output.
If you're in this role, here's what to do now
You don't need to be afraid. You need to be the person doing the rebuilding. The operators who learn to direct AI at scale in this kind of work become hugely valuable. The ones who wait to be told what to do get told what to do - and that thing is often 'we don't need as many of you anymore.'
Where a project with Alex usually starts for this role
This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.
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Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.
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Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.
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Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.
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Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.
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Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Urban and Regional Planners" (19-3051.00).
What AI can already do
0 of 25 tasks · unaided
No tasks here are labelled as something an LLM can do unaided. Switch to 'With tools' above to see what changes when AI is paired with the right context.
Where humans still hold the line
25 of 25 tasks
Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.
Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.
Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.
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.
Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.
Recommend approval, denial, or conditional approval of proposals.
Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.
Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.
Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.
Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.
Assess the feasibility of land use proposals and identify necessary changes.
Determine the effects of regulatory limitations on land use projects.
Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.
Supervise or coordinate the work of urban planning technicians or technologists.
Develop plans for public or alternative transportation systems for urban or regional locations to reduce carbon output associated with transportation.
Identify opportunities or develop plans for sustainability projects or programs to improve energy efficiency, minimize pollution or waste, or restore natural systems.
Coordinate work with economic consultants or architects during the formulation of plans or the design of large pieces of infrastructure.
Advocate sustainability to community groups, government agencies, the general public, or special interest groups.
Investigate property availability for purposes of development.
Conduct interviews, surveys and site inspections concerning factors that affect land usage, such as zoning, traffic flow and housing.
Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.
Prepare, develop and maintain maps and databases.
Prepare, maintain and update files and records, including land use data and statistics.
Research, compile, analyze and organize information from maps, reports, investigations, and books for use in reports and special projects.
Respond to public inquiries and complaints.
Tasks via O*NET "Urban and Regional Planners" (19-3051.00).
What AI can already do
24 of 25 tasks · with tools
Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.
Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.
Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.
Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.
Recommend approval, denial, or conditional approval of proposals.
Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.
Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.
Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.
Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.
Assess the feasibility of land use proposals and identify necessary changes.
Determine the effects of regulatory limitations on land use projects.
Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.
Supervise or coordinate the work of urban planning technicians or technologists.
Develop plans for public or alternative transportation systems for urban or regional locations to reduce carbon output associated with transportation.
Identify opportunities or develop plans for sustainability projects or programs to improve energy efficiency, minimize pollution or waste, or restore natural systems.
Coordinate work with economic consultants or architects during the formulation of plans or the design of large pieces of infrastructure.
Advocate sustainability to community groups, government agencies, the general public, or special interest groups.
Investigate property availability for purposes of development.
Conduct interviews, surveys and site inspections concerning factors that affect land usage, such as zoning, traffic flow and housing.
Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.
Prepare, develop and maintain maps and databases.
Prepare, maintain and update files and records, including land use data and statistics.
Research, compile, analyze and organize information from maps, reports, investigations, and books for use in reports and special projects.
Respond to public inquiries and complaints.
Where humans still hold the line
1 of 25 tasks
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.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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