Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

69.7%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

Transportation Engineers

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

This role is evolving

Transportation engineering is labeled as "Evolving" because AI is starting to handle routine data tasks like analyzing traffic patterns and checking design plans. However, engineers are still crucial for making decisions, interpreting AI results, and engaging with communities.

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Learn more about how you can thrive in this position

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Chat with Coach
Latest news
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Analysis
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This role is evolving

Transportation engineering is labeled as "Evolving" because AI is starting to handle routine data tasks like analyzing traffic patterns and checking design plans. However, engineers are still crucial for making decisions, interpreting AI results, and engaging with communities.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Evolving iconEvolving

48.0%

48.0%

Anthropic's Economic Index

Stable iconStable

73.6%

73.6%

Will Robots Take My Job

Automation Resilience

Learn about this score
Stable iconStable

84.1%

84.1%

High Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

5.0%

Growth Percentile:

73.3%

Annual Openings:

23,600

Annual Openings Pct:

71.6%

Analysis of Current AI Resilience

Transportation Engineers

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

AI is starting to help transportation engineers with data-heavy tasks. For example, experts note that advanced AI programs can watch traffic sensors and predict congestion or incidents [1]. In one project, Delaware’s DOT used a learning AI system to spot traffic “anomalies” and suggest fixes for jams [1].

These tools can handle core parts of investigating and analyzing traffic flow. Other research shows AI tools can speed up related work: a study built a neural-network estimator for project costs and found it gave much faster, more accurate estimates than old methods [2]. Even checking design plans can be partly automated – a new AI tool lets city engineers upload drawings and automatically checks them against codes, saving hours of manual review [3].

At the same time, many transportation tasks still need people. AI relies on good data and human smarts; it’s “not a panacea,” say engineers – it’s a tool to aid experts [1]. Writing final reports or talking face-to-face with contractors or the public remains very human.

In short, today’s AI can do a lot of number-crunching and pattern-finding (like predicting traffic or checking calculations), but transportation engineers are still needed to guide decisions, interpret results, and handle complex planning.

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AI Adoption

AI in the real world

Many factors affect how fast AI spreads in transportation engineering. On the plus side, cities have tons of traffic data and real needs. For example, a survey found 70 % of U.S. city planners already use AI tools for traffic management and flow prediction [4].

Some agencies use “digital twins” – computer models of real streets – to try out designs before building [4]. There is also a big labor shortage in engineering (about 400,000 U.S. job openings recently [5]), so tools that help each engineer go further are welcome. In controlled tasks, analysts say AI could produce full blueprints in seconds instead of days [5], hinting at big efficiency gains.

On the cautionary side, transportation work is high-stakes and conservative by nature. Many new AI tools are still experimental. In fact, Deloitte notes that a lot of these systems are stuck at “proof-of-concept” stages rather than full rollout [4].

Building trust is important: agencies must ensure AI suggestions are safe, fair, and accurate, which takes time and testing. Costs and training are also factors – implementing AI can require new software, sensors, and staff skills. In the end, adoption in this field will likely be gradual.

Policymakers and engineers plan to “embed AI thoughtfully,” blending it into planning and analysis [4] [1].

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More Career Info

Career: Transportation Engineers

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Employment & Wage Data

Median Wage

$99,590

Jobs (2024)

368,900

Growth (2024-34)

+5.0%

Annual Openings

23,600

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

80% ResilienceCore Task

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

2

80% ResilienceCore Task

Check construction plans, design calculations, or cost estimations to ensure completeness, accuracy, or conformity to engineering standards or practices.

3

75% ResilienceCore Task

Estimate transportation project costs.

4

75% Resilience

Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.

5

70% ResilienceCore Task

Model transportation scenarios to evaluate the impacts of activities such as new development or to identify possible solutions to transportation problems.

6

70% ResilienceSupplemental

Develop or assist in the development of transportation-related computer software or computer processes.

7

70% ResilienceSupplemental

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

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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