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Urban and Regional Planners

Urban and Regional Planners score 48 out of 100, which is elevated exposure to AI. That ranks #290 of 923 US occupations, where #1 is the most exposed. Of the 25 tasks in this job, AI could speed up 0 on its own and 24 more with extra software built on top of it. In April–May 2026, 4 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

48/ 100
Elevated
Rank
#290of 923 jobs
US workers
44,230BLS, May 2025
Median pay
$89,320a year
In real AI use
4 of 25tasks, April–May 2026

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

  • AI can speed this up on its own: 0 (0%)
  • AI can speed this up with extra software: 24 (96%)
  • Little or no AI speed-up: 1 (4%)
  • Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.AI can speed this up with extra software · core task
  • Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.AI can speed this up with extra software · core task · Seen in real AI use
  • Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.AI can speed this up with extra software · core task
  • Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.AI can speed this up with extra software · core task
  • Recommend approval, denial, or conditional approval of proposals.AI can speed this up with extra software · core task · Seen in real AI use
  • Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.AI can speed this up with extra software · core task
  • Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.AI can speed this up with extra software · core task
  • Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.AI can speed this up with extra software · core task
  • Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.AI can speed this up with extra software · core task
  • Assess the feasibility of land use proposals and identify necessary changes.AI can speed this up with extra software · core task
  • Determine the effects of regulatory limitations on land use projects.AI can speed this up with extra software · core task
  • Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.AI can speed this up with extra software · core task
  • Supervise or coordinate the work of urban planning technicians or technologists.AI can speed this up with extra software · core task
  • Develop plans for public or alternative transportation systems for urban or regional locations to reduce carbon output associated with transportation.AI can speed this up with extra software · core task
  • Identify opportunities or develop plans for sustainability projects or programs to improve energy efficiency, minimize pollution or waste, or restore natural systems.AI can speed this up with extra software · core task · Seen in real AI use
  • Coordinate work with economic consultants or architects during the formulation of plans or the design of large pieces of infrastructure.AI can speed this up with extra software · core task
  • Advocate sustainability to community groups, government agencies, the general public, or special interest groups.AI can speed this up with extra software · core task
  • Investigate property availability for purposes of development.AI can speed this up with extra software · core task
  • Conduct interviews, surveys and site inspections concerning factors that affect land usage, such as zoning, traffic flow and housing.AI can speed this up with extra software
  • Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.AI can speed this up with extra software
  • Prepare, develop and maintain maps and databases.AI can speed this up with extra software
  • Prepare, maintain and update files and records, including land use data and statistics.AI can speed this up with extra software
  • Research, compile, analyze and organize information from maps, reports, investigations, and books for use in reports and special projects.AI can speed this up with extra software · Seen in real AI use
  • Respond to public inquiries and complaints.AI can speed this up with extra software
  • 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.Little or no AI speed-up · core task

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Questions about urban and regional planners and AI

Will AI replace urban and regional planners?

Not entirely. Parts of the job are likely to change as AI takes over routine tasks. Urban and Regional Planners score 48 out of 100 (elevated exposure), #290 of 923 US jobs. AI could speed up 24 of the job's 25 tasks, 0 of them on its own, while 1 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which urban and regional planners tasks can AI do?

The most exposed tasks include "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".

Which urban and regional planners tasks are hardest for AI?

Tasks with little or no AI speed-up include "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".

Are people already using AI for this work?

Yes. In April–May 2026, 4 of the 25 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as urban and regional planners, and what do they earn?

About 44,230 people in the US, with median pay of $89,320 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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