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Census · Research · occupation code 19-3099

Social Scientists and Related Workers, All Other

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 · 0 of 22 tasks

No task in this role passes the screen.

Does not pass

  • Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 9.2% of the role's time · $351M

  • Prepare reports or recommendations on transportation planning.

    reason given most often: no existing check settles it · 8.1% of the role's time · $308M

  • Collaborate with engineers to research, analyze, or resolve complex transportation design issues.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 7.9% of the role's time · $301M

  • Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.

    reason given most often: no existing check settles it · 7.9% of the role's time · $300M

  • Interpret data from traffic modeling software, geographic information systems, or associated databases.

    reason given most often: no existing check settles it · 7.6% of the role's time · $290M · waiting on a check

  • Define regional or local transportation planning problems or priorities.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 7.1% of the role's time · $271M

  • Prepare or review engineering studies or specifications.

    reason given most often: no existing check settles it, and a failure is too expensive · 6.8% of the role's time · $258M

  • Develop computer models to address transportation planning issues.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 6.1% of the role's time · $233M

  • Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.

    reason given most often: no existing check settles it, and a failure is too expensive · 5.0% of the role's time · $190M

  • Analyze information from traffic counting programs.

    reason given most often: no existing check settles it · 3.9% of the role's time · $149M · passed by Claude Sonnet · the models disagreed · waiting on a check

  • Evaluate transportation project needs or costs.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 3.8% of the role's time · $146M

  • Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.

    reason given most often: no existing check settles it · 3.6% of the role's time · $136M

  • Prepare necessary documents to obtain planned project approvals or permits.

    reason given most often: nobody can tell quickly whether it worked · 3.5% of the role's time · $133M

  • Evaluate transportation-related consequences of federal or state legislative proposals.

    reason given most often: no existing check settles it, and a failure is too expensive · 3.0% of the role's time · $115M

  • Develop or test new methods or models of transportation analysis.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 3.0% of the role's time · $114M

  • Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.8% of the role's time · $107M

  • Design transportation surveys to identify areas of public concern.

    reason given most often: no existing check settles it · 2.4% of the role's time · $89.5M

  • Produce environmental documents, such as environmental assessments or environmental impact statements.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 2.1% of the role's time · $81.6M

  • Direct urban traffic counting programs.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 1.9% of the role's time · $72.6M

  • Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.8% of the role's time · $70.2M

  • Define or update information such as urban boundaries or classification of roadways.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.5% of the role's time · $58.0M · passed by Claude Sonnet · the models disagreed

  • Represent jurisdictions in the legislative or administrative approval of land development projects.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.0% of the role's time · $37.1M

Where this role works