Will AI replace Transportation Planners?

What this score means

Transportation 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 50 out of 100 it scores 9 points above the Research & Science average of 41. Across the 4 sources behind this baseline, individual estimates run from 20 to 66, 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 Transportation Planners, most central first, showing 12 of 22.

• 01Define regional or local transportation planning problems or priorities.
• 02Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.
• 03Prepare reports or recommendations on transportation planning.
• 04Collaborate with engineers to research, analyze, or resolve complex transportation design issues.
• 05Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.
• 06Develop computer models to address transportation planning issues.
• 07Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.
• 08Interpret data from traffic modeling software, geographic information systems, or associated databases.
• 09Design transportation surveys to identify areas of public concern.
• 10Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level.
• 11Evaluate transportation project needs or costs.
• 12Analyze information from traffic counting programs.

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 Transportation 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

Airway Transportation Systems Specialist (ATSS) · Fleet Coordinator · Planner · Program Officer · Traffic Analyst · Transit Planner · Transportation Analyst · Transportation Consultant and related titles

More research & science occupations

• Agricultural Technicians21/100
• Animal Scientists48/100
• Anthropologists and Archeologists47/100
• Astronomers52/100
• Atmospheric and Space Scientists50/100
• Biochemists and Biophysicists39/100
• Bioinformatics Scientists49/100
• Biological Scientists, All Other47/100