19-3099.01
Transportation Planners
Prepare studies for proposed transportation projects. Gather, compile, and analyze data. Study the use and operation of transportation systems. Develop transportation models or simulations.
You're basically automation-proof
Safer than 13% of occupations we track
Disruption Vector
Hybrid Threat
Both AI software and physical automation threaten different aspects of this role, creating a compound risk from multiple directions.
Transportation planners increasingly rely on AI-powered travel demand models like StreetLight Data and Replica that use mobile device data to generate near-real-time origin-destination matrices far more accurate than traditional surveys. Community engagement, equity analysis, and political navigation of infrastructure decisions remain human. By 2027, AI tools reshape the analytical core of transportation planning, reducing junior modeling roles while elevating demand for planners who can interpret AI outputs and communicate trade-offs to communities.
Salary & Job Outlook
AI Risk Timeline
Projection model: Based on current AI capability growth rates. High-risk occupations are projected to see compounding automation pressure, while human-centric roles show slower risk accumulation. These are statistical projections, not guarantees.
Skills Analysis — AI Vulnerability
Similar Safe Careers
Transportation Planners is already low-risk. Explore similarly safe occupations:
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Transportation Planners
"Congrats — you are delightfully robot-proof. Go touch some grass."
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I just checked if I'm cooked as a Transportation Planners 🤖 AI risk score: 1.8/10 — Low Risk "Congrats — you are delightfully robot-proof. Go touch some grass." Check yours 👇 https://amicooked-five.vercel.app/results/19-3099.01 #AmICooked #AI #FutureOfWork
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You're safer than 13% of all knowledge workers we track.
This analysis is for informational purposes only and is based on statistical models and academic research. It does not constitute career advice and is not a guarantee of future employment outcomes. AI impact varies significantly by employer, region, and individual circumstances. Learn about our methodology →