Somewhat Resilient

Last Update: 5/19/2026

Your role’s AI Resilience Score is

46.2%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Low

Sustained economic opportunity

Med

Our confidence in this score:
Medium

Contributing sources

AI Resilience Report forTransportation Planners

Transportation Planners are somewhat less resilient to AI impacts than most occupations, according to our analysis of 5 sources.

Transportation Planning is labeled "Somewhat Resilient" because AI is genuinely changing how a good chunk of the day-to-day work gets done — tools can now analyze traffic data, simulate entire city networks, and even draft documents in a fraction of the time it used to take. That means planners who don't adapt and learn to work alongside these tools risk falling behind, which is why this career doesn't earn a higher resilience rating.

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This role is somewhat resilient

Transportation Planning is labeled "Somewhat Resilient" because AI is genuinely changing how a good chunk of the day-to-day work gets done — tools can now analyze traffic data, simulate entire city networks, and even draft documents in a fraction of the time it used to take. That means planners who don't adapt and learn to work alongside these tools risk falling behind, which is why this career doesn't earn a higher resilience rating.

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Analysis of Current AI Resilience

Transportation Planners

Updated Quarterly • Last Update: 5/14/2026

Analysis
Suggested Actions
State of Automation

How is AI changing Transportation Planners jobs?

AI is showing up in transportation planning offices, but mostly as a helper rather than a replacement. A recent MIT study found that AI can speed up at least one task in 83% of transportation occupations, though "complete automation is unlikely" [1] — meaning the technology is reshaping work, not erasing it. The American Planning Association reports that cities like New York, Los Angeles, and Seattle already use AI to analyze population data, manage traffic, and review permits [2], and planners are testing generative AI tools like ChatGPT to summarize public comments and draft documents.

At the Minnesota DOT, AI is now used to scan camera and sensor data, identify near-miss crashes, and detect errors in large datasets [3], tasks that overlap with traffic-count analysis. Digital twins — virtual models powered by machine learning — are also growing fast; UC Berkeley researchers note that tools like Mobiliti can simulate the entire Bay Area in under 30 minutes [4], supercharging the "what-if" analysis planners do.

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AI Adoption

How fast is AI adoption growing for Transportation Planners?

Adoption is moving steadily but cautiously. On the speed-up side, commercial tools are cheap and widely available, and tight public-sector budgets push agencies to do more with less — MnDOT leaders openly say people who use AI will "outpace those who don't" [3]. On the slow-down side, planning involves law, equity, and public trust.

ProPublica revealed that the U.S. DOT's plan to use Google Gemini to draft regulations alarmed staff worried about AI mistakes [5], highlighting why human oversight is non-negotiable. The good news: tasks O*NET rates as least automatable — representing your community at hearings, building consensus, and recommending projects — are exactly the human-centered skills the Bureau of Labor Statistics still projects growing demand for among urban and regional planners [6]. If you love listening to people and shaping places, AI is far more likely to be your assistant than your replacement.

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More Career Info

Career: Transportation Planners

They design and improve transportation systems by studying traffic patterns and planning new roads or transit options to make travel easier and safer for everyone.

Employment & Wage Data

Median Wage

$100,340

Jobs (2024)

40,800

Growth (2024-34)

-1.7%

Annual Openings

3,200

Education

Bachelor's degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

95% ResilienceCore Task

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

2

95% ResilienceCore Task

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.

3

85% ResilienceCore Task

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

4

75% ResilienceCore Task

Prepare or review engineering studies or specifications.

5

75% ResilienceCore Task

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

6

70% ResilienceCore Task

Develop or test new methods or models of transportation analysis.

7

70% ResilienceCore Task

Document and evaluate transportation project needs and costs.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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