Will AI replace Urban and Regional Planners?

What this score means

Urban and Regional Planners sits in the middle of the exposure range for Research & Science. Routine parts of the job are starting to automate, but much of it still depends on judgment, relationships, and context that today's models handle poorly. At 49 out of 100 it scores 8 points above the Research & Science average of 41. Across the 4 sources behind this baseline, individual estimates run from 30 to 58, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Urban and Regional Planners, most central first, showing 12 of 25.

• 01Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.
• 02Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.
• 03Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.
• 04Hold 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.
• 05Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.
• 06Recommend approval, denial, or conditional approval of proposals.
• 07Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.
• 08Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.
• 09Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.
• 10Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.
• 11Assess the feasibility of land use proposals and identify necessary changes.
• 12Determine the effects of regulatory limitations on land use projects.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 4 research sources that scored Urban and Regional Planners for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025
• 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 04AI Occupational Exposure to Language Modeling · 2023

Also covers

Campus Planner · City Designer · City Planner · City Planning Engineer · Community Development Planner · Community Development Technician · Community Planner · Community Planning Technician and related titles

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