Will AI replace Transportation Engineers?

No exposure score can predict whether AI will replace this role. The 59/100 score means our current model estimates elevated task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role is in the Elevated exposure band, but its assessed task mix is not automation-heavy. The study found the decline concentrated where AI was more likely to automate rather than augment work, so the headline figure should not be applied directly.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

Include this sourced early-career context in my report

Role snapshot

What this role usually involves

O*NET 29.1 exact occupation

Develop plans for surface transportation projects, according to established engineering standards and state or federal construction policy. Prepare designs, specifications, or estimates for transportation facilities. Plan modifications of existing streets, highways, or freeways to improve traffic flow.

Common titles

EngineerProject EngineerTraffic EngineerTransportation EngineerRail EngineerRoadway Designer

O*NET job-zone preparation

Job Zone 4 · Considerable Preparation Needed Most of these occupations require a four-year bachelor's degree, but some do not. A considerable amount of work-related skill, knowledge, or experience is needed for these occupations.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

Critical ThinkingReading ComprehensionSpeakingWritingComplex Problem SolvingJudgment and Decision Making

Work context

Indoor controlled settingFrequent contact with othersDecision latitudeConsequence of error

Source: O*NET 29.1 exact occupation - Transportation Engineers, SOC 17-2051.01. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

Transportation Engineers tasks, by AI exposure

We analyzed all 20 Transportation Engineers tasks - 8 augmentable and 12 durable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

Relatedness shows how reachable a move may be. A path is labeled lower exposure only when its score is at least 6 points lower; every row shows the measured difference.

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