Urban and Regional Planners
Every task in this role, whether it passes the census's structural hand-over screen, which models pass it, and why. It is a screen, not a claim about what AI can do: a task can pass and still be beyond the systems of the day. The stricter and looser rules re-vote every task, and small differences between roles are noise.
Passes the screen · 2 of 25 tasks
Prepare, develop and maintain maps and databases.
quick to check, an existing check settles it, and a mistake is cheap · 3.9% of the role's time · $147M · passed by Claude Sonnet, Gemini 3.1 Pro · the models disagreed
Prepare, maintain and update files and records, including land use data and statistics.
quick to check, an existing check settles it, and a mistake is cheap · 3.9% of the role's time · $147M · all three pass it
Does not pass
Design, promote, or administer government plans or policies affecting land use, zoning, public utilities, community facilities, housing, or transportation.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 8.4% of the role's time · $316M
Supervise or coordinate the work of urban planning technicians or technologists.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 7.5% of the role's time · $285M
Determine the effects of regulatory limitations on land use projects.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 6.1% of the role's time · $232M
Advise planning officials on project feasibility, cost-effectiveness, regulatory conformance, or possible alternatives.
reason given most often: no existing check settles it · 5.7% of the role's time · $215M
Create, prepare, or requisition graphic or narrative reports on land use data, including land area maps overlaid with geographic variables, such as population density.
reason given most often: no existing check settles it · 5.0% of the role's time · $188M · waiting on a check
Assess the feasibility of land use proposals and identify necessary changes.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 4.6% of the role's time · $174M
Recommend approval, denial, or conditional approval of proposals.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 4.1% of the role's time · $155M
Keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.
reason given most often: no existing check settles it · 4.0% of the role's time · $150M
Discuss with planning officials the purpose of land use projects, such as transportation, conservation, residential, commercial, industrial, or community use.
reason given most often: no existing check settles it · 3.9% of the role's time · $147M · waiting on a check
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.
reason given most often: no existing check settles it · 3.9% of the role's time · $147M
Conduct interviews, surveys and site inspections concerning factors that affect land usage, such as zoning, traffic flow and housing.
physical work, outside the screen · 3.9% of the role's time · $147M
Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.
reason given most often: no existing check settles it · 3.9% of the role's time · $147M · waiting on a check
Research, compile, analyze and organize information from maps, reports, investigations, and books for use in reports and special projects.
reason given most often: no existing check settles it · 3.9% of the role's time · $147M · waiting on a check
Respond to public inquiries and complaints.
reason given most often: no existing check settles it · 3.9% of the role's time · $147M · waiting on a check
Conduct field investigations, surveys, impact studies, or other research to compile and analyze data on economic, social, regulatory, or physical factors affecting land use.
physical work, outside the screen · 3.6% of the role's time · $135M
Evaluate proposals for infrastructure projects or other development for environmental impact or sustainability.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 3.4% of the role's time · $129M
Mediate community disputes or assist in developing alternative plans or recommendations for programs or projects.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.9% of the role's time · $109M
Identify opportunities or develop plans for sustainability projects or programs to improve energy efficiency, minimize pollution or waste, or restore natural systems.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.3% of the role's time · $88.1M
Review and evaluate environmental impact reports pertaining to private or public planning projects or programs.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.3% of the role's time · $87.9M
Develop plans for public or alternative transportation systems for urban or regional locations to reduce carbon output associated with transportation.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.3% of the role's time · $87.1M
Investigate property availability for purposes of development.
reason given most often: no existing check settles it · 2.2% of the role's time · $84.1M · waiting on a check
Advocate sustainability to community groups, government agencies, the general public, or special interest groups.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.2% of the role's time · $83.6M
Coordinate work with economic consultants or architects during the formulation of plans or the design of large pieces of infrastructure.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.2% of the role's time · $82.9M
Where this role works
| Industry | Workers | Wage bill | Passes the screen | All three pass |
|---|---|---|---|---|
| Local Government, excluding Schools and Hospitals (OEWS Designation) | 32,180 | $2.8B | $221M | $110M |
| Architectural, Engineering, and Related Services | 3880 | $378M | $29.4M | $14.7M |
| State Government, excluding Schools and Hospitals (OEWS Designation) | 3850 | $329M | $25.6M | $12.8M |
| Federal Executive Branch (OEWS Designation) | 1000 | $116M | $9.1M | $4.5M |
| Management, Scientific, and Technical Consulting Services | 870 | $81.5M | $6.3M | $3.2M |
| Colleges, Universities, and Professional Schools | 140 | $12.0M | $932k | $466k |
| Scientific Research and Development Services | 110 | $7.9M | $611k | $306k |
| Residential Building Construction | 50 | $5.7M | $442k | $221k |
| Business, Professional, Labor, Political, and Similar Organizations | 60 | $4.6M | $361k | $180k |