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JOB REPORT / 19-3051 · 25 TASKS

Urban and Regional Planners.

Can AI do the work of Urban and Regional Planners?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

How does this fit your work?

How many tasks do you use AI to assist with at work?

Drag the dot. There’s no wrong answer; it starts at our estimate.

Starting pointOur estimate

The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

  • Prepare, develop and maintain maps and databases
  • Prepare reports, using statistics, charts, and graphs, to illustrate…
  • Create, prepare, or requisition graphic or narrative reports…

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A guided certificate program in AI-assisted Urban and Regional Planners work. It covers the 25 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

25 of 25 tasks reviewed

We went through all 25 core tasks in this job, one at a time.

Task by task, from the work Urban and Regional Planners actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

  1. TASK 01

    Prepare, develop and maintain maps and databases.

    AI DOES

    Suggests data structures, auto-fills databases, and drafts map templates

    YOU DO

    Decide what the data means for real neighborhoods and people

  2. TASK 02

    Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.

    AI DOES

    Drafts report sections, builds charts from data, and summarizes statistics

    YOU DO

    Apply local knowledge and professional judgment to shape findings that communities will act on

  3. TASK 03

    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 DOES

    Drafts narrative text, summarizes land use data, and suggests chart or map structures

    YOU DO

    Apply local context, verify data accuracy, and decide what the findings mean for real communities

  4. TASK 04

    Respond to public inquiries and complaints.

    AI DOES

    Drafts response letters and looks up regulations fast

    YOU DO

    Read the community mood and decide the right message

  5. TASK 05

    Prepare, maintain and update files and records, including land use data and statistics.

    AI DOES

    Sorts, formats, and summarizes land use data and flags missing or outdated records

    YOU DO

    Verify data accuracy against local knowledge and decide what changes matter

  6. TASK 06

    Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.

    AI DOES

    Searches, summarizes, and flags changes in regulations, court rulings, and economic reports

    YOU DO

    Apply regulatory knowledge to real places, politics, and community needs

  7. TASK 07

    Investigate property availability for purposes of development.

    AI DOES

    Searches property databases, zoning maps, ownership records, and flags available parcels

    YOU DO

    Visit sites, talk to stakeholders, and weigh real-world development fit

  8. TASK 08

    Identify opportunities or develop plans for sustainability projects or programs to improve energy efficiency, minimize pollution or waste, or restore natural systems.

    AI DOES

    Searches case studies, summarizes regulations, drafts sustainability frameworks, and maps data patterns

    YOU DO

    Weigh community input, navigate local politics, and adapt plans to real places and people

  9. TASK 09

    Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.

    AI DOES

    Drafts policy language, summarizes zoning data, models land-use scenarios, and flags gaps in plans

    YOU DO

    Balance competing community interests and make judgment calls in public meetings

  10. TASK 10

    Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.

    AI DOES

    Scans environmental data, summarizes regulations, and drafts impact checklists

    YOU DO

    Weigh tradeoffs between community needs, politics, and long-term sustainability

  11. TASK 11

    Assess the feasibility of land use proposals and identify necessary changes.

    AI DOES

    Scans zoning codes, flags conflicts, and summarizes relevant regulations and data

    YOU DO

    Weigh community values, political tradeoffs, and real-world site conditions

  12. TASK 12

    Determine the effects of regulatory limitations on land use projects.

    AI DOES

    Searches zoning laws, flags relevant restrictions, and summarizes regulatory conflicts

    YOU DO

    Weigh local politics, community values, and site-specific tradeoffs that rules alone cannot capture

  13. TASK 13

    Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.

    AI DOES

    Summarizes reports, flags missing data, and highlights key risk sections

    YOU DO

    Apply local knowledge and make judgment calls on community impact

  14. TASK 14

    Develop plans for public or alternative transportation systems for urban or regional locations to reduce carbon output associated with transportation.

    AI DOES

    Analyzes ridership data, models carbon reduction scenarios, and drafts written sections of transportation plans

    YOU DO

    Balance competing community needs, navigate politics, and make value-based tradeoffs that affect real people's lives

  15. TASK 15

    Advocate sustainability to community groups, government agencies, the general public, or special interest groups.

    AI DOES

    Drafts speeches, slide decks, fact sheets, and tailored messaging for different audiences

    YOU DO

    Show up in person, listen deeply, and earn community trust through real relationships

  16. TASK 16

    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 DOES

    Analyzes collected data, summarizes research, finds patterns in demographic or economic datasets, and drafts report sections

    YOU DO

    Go out to the site, talk to community members, and judge what the numbers mean for real people and places

  17. TASK 17

    Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.

    AI DOES

    Drafts alternative plan options, summarizes stakeholder concerns, and generates comparison charts of proposals

    YOU DO

    Show up in person, read the room, and earn community trust through real dialogue

  18. TASK 18

    Coordinate work with economic consultants or architects during the formulation of plans or the design of large pieces of infrastructure.

    AI DOES

    Drafts meeting agendas, summarizes notes, and tracks project milestones

    YOU DO

    Build trust and navigate competing priorities across teams

  19. TASK 19

    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.

    AI DOES

    Drafts meeting agendas, summarizes public comments, and creates background research documents

    YOU DO

    Show up, listen, build trust, and guide live debate between real people with competing interests

  20. TASK 20

    Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.

    AI DOES

    Drafts briefing notes, summarizes project goals, and pulls relevant zoning data to prep for the meeting

    YOU DO

    Show up, listen actively, and build trust with officials face to face

  21. TASK 21

    Supervise or coordinate the work of urban planning technicians or technologists.

    AI DOES

    Drafts status reports, organizes task lists, and flags scheduling conflicts

    YOU DO

    Coach team members, resolve conflicts, and make judgment calls about work quality

  22. TASK 22

    Conduct interviews, surveys and site inspections concerning factors that affect land usage, such as zoning, traffic flow and housing.

    AI DOES

    Helps design survey questions, analyzes survey results, and summarizes findings

    YOU DO

    Show up in person, build trust with community members, and observe real conditions on the ground

  23. TASK 23SOURCE-BACKED TASK

    Recommend approval, denial, or conditional approval of proposals.

    AI DOES

    Analyzes proposal data and flags key issues

    YOU DO

    Weigh trade-offs and make the final call

    About this analysis

    36% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  24. TASK 24SOURCE-BACKED TASK

    Research, compile, analyze and organize information from maps, reports, investigations, and books for use in reports and special projects.

    AI DOES

    Searches sources and pulls relevant data quickly

    YOU DO

    Judge what's credible and what connects

    About this analysis

    35% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  25. TASK 25SOURCE-BACKED TASK

    Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.

    AI DOES

    Analyzes regulations and generates feasibility reports

    YOU DO

    Judge trade-offs and recommend the best path

    About this analysis

    19% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

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Data sources and attribution

This page includes information from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license. rtwoai has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. O*NET® is a trademark of USDOL/ETA.

Wage and employment figures are from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (2025). Job outlook is from the BLS Employment Projections program, 2024–34. BLS data are in the public domain. BLS has not reviewed or endorsed this page.

Task collaboration data is from the Anthropic Economic Index, release 2025-03-27, used under the CC BY 4.0 license. Anthropic has not reviewed or endorsed this page.

How we describe AI use in each task is our own characterization, not a measurement of whether AI can replace this job. Microsoft note that their metrics "should not be misconstrued or misrepresented as measuring the ability of AI to replace jobs," and that there is more to an occupation than the sum of its tasks.

Can AI do the work of Urban and Regional Planners? — rtwoai