Resilient

Last Update: 10/7/2026

AI Resilience Score for Transportation Engineers:

67.2%

Median Score

Meaningful human contribution

Med

Long-term employer demand

High

Sustained economic opportunity

High

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient transportation engineering is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For transportation engineering, six of eight sources had data, with exposure split almost evenly: Anthropic and Will Robots Take My Job saw the work staying human, while AI Resilience Model and OpenAI Signals flagged more AI involvement, keeping confidence at medium. Strong hiring and pay signals pushed the score up, landing the role at "Resilient."

AI Resilience Report forTransportation Engineers

$100,840 median salary•22,700 annual openings•SOC Code: 17-2051.01

Transportation Engineers are more resilient to AI impacts than most occupations, according to our analysis of 6 sources.

Transportation Engineering is labeled "Resilient" because AI is stepping in as a helpful tool rather than a replacement, handling time-consuming tasks like document review and data analysis while licensed engineers stay in charge of final decisions. Government regulations and safety laws actually require a human engineer to review and approve all work, which means your judgment and professional accountability are built into the job by law.

Learn more about how you can thrive in this position

This role is resilient

Transportation Engineering is labeled "Resilient" because AI is stepping in as a helpful tool rather than a replacement, handling time-consuming tasks like document review and data analysis while licensed engineers stay in charge of final decisions. Government regulations and safety laws actually require a human engineer to review and approve all work, which means your judgment and professional accountability are built into the job by law.

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Analysis of current AI resilience

Transportation Engineers

Updated quarterly

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Latest AI news for Transportation Engineers

These articles provide essential insights for aspiring transportation engineers about the growing role of AI in their field. For instance, the ASCE article highlights how AI can enhance traffic flow predictions, which is crucial for efficient transportation systems. Additionally, the MIT research discusses the impact of AI on jobs, emphasizing the need for engineers to adapt and upskill to stay relevant. Embracing AI can lead to a competitive edge, ensuring that future transportation engineers are resilient and well-prepared for industry changes.

More Career Info

Career: Transportation Engineers

They design and improve roads, bridges, and other transportation systems to ensure people and goods can move safely and efficiently.

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Employment & Wage Data

Median Wage

$100,840

Jobs (2025)

380,600

Growth (2025-35)

+6.4%

Annual Openings

22,700

Education

Bachelor's degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

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

1

88% ResilienceCore Task

Present data, maps, or other information at construction-related public hearings or meetings.

2

85% ResilienceCore Task

Participate in contract bidding, negotiation, or administration.

3

82% ResilienceCore Task

Confer with contractors, utility companies, or government agencies to discuss plans, specifications, or work schedules.

4

80% ResilienceCore Task

Supervise the maintenance or repair of transportation systems or system components.

5

78% ResilienceCore Task

Direct the surveying, staking, or laying-out of construction projects.

6

72% ResilienceCore Task

Inspect completed transportation projects to ensure safety or compliance with applicable standards or regulations.

7

70% ResilienceCore Task

Inspect completed transportation projects to ensure compliance with environmental regulations.

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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