Will AI replace Urban and Regional Planners?

AI can do 89% of the work Urban and Regional Planners do at least twice as fast. People already use it for 1 of their 25 tasks, while 22 more are ready but barely used so far. 2 still need a person.

AI is already doing this1 · 3% of time

People already use AI for these tasks in real work, based on Anthropic's analysis of how Claude is used.

  • Research, compile, analyze and organize information from maps, reports, investigations, and books for use in reports and special projects.Mostly automated3% of time

AI could do this next22 · 86% of time

AI can speed these up by at least half, but real use has not caught up yet. These are next in line.

  • Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.11% of time
  • Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.6% of time
  • Respond to public inquiries and complaints.6% of time
  • Recommend approval, denial, or conditional approval of proposals.5% of time
  • Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.5% of time
  • Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.5% of time
  • Assess the feasibility of land use proposals and identify necessary changes.5% of time
  • Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.4% of time
  • Coordinate work with economic consultants or architects during the formulation of plans or the design of large pieces of infrastructure.4% of time
  • Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.4% of time
  • Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.4% of time
  • Prepare, develop and maintain maps and databases.4% of time
  • Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.3% of time
  • Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.3% of time
  • Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.3% of time
  • Supervise or coordinate the work of urban planning technicians or technologists.3% of time
  • Develop plans for public or alternative transportation systems for urban or regional locations to reduce carbon output associated with transportation.3% of time
  • Identify opportunities or develop plans for sustainability projects or programs to improve energy efficiency, minimize pollution or waste, or restore natural systems.3% of time
  • Conduct interviews, surveys and site inspections concerning factors that affect land usage, such as zoning, traffic flow and housing.3% of time
  • Prepare, maintain and update files and records, including land use data and statistics.3% of time
  • Advocate sustainability to community groups, government agencies, the general public, or special interest groups.1% of time
  • Investigate property availability for purposes of development.1% of time

Still needs a person2 · 11% of time

No real AI use, no proven AI speedup and no robot that can do it yet. This is the part of the job to build on.

  • 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.8% of time
  • Determine the effects of regulatory limitations on land use projects.4% of time

Your week is not the average

Describe what you actually do and get a personal report: your own tasks, what AI can already do, what stays yours and a 90 day plan.

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What this means

AI can already do almost all of this work at least twice as fast. Real use is still behind at 2 out of 100, so the change here is only getting started. Expect the role to shift toward deciding what to do, checking AI's work and owning the result.

What to do next

  • Do the 1 task AI is already handling with AI yourself. Your peers already are, and it is quickly becoming the baseline.
  • Get ahead on the 22 tasks AI could do next. These move as tools improve, so learning them early pays off.
  • Build on the 2 tasks that stay human. This is where your judgment, skill and relationships matter most.
Industrial-Organizational Psychologists87%School Psychologists86%Sociologists86%Survey Researchers94%Transportation Planners95%Political Scientists96%

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