Takeover Tracker
32%medium risk

Transportation Engineers

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.

Higher risk than 53% of occupations
Checking for existing plan...

How AI Impacts Each Task

26 tasks analyzed

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

Risk: 50.2%AI: 58.03ObservedTime: 8%

Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting.

Risk: 53.3%AI: 65.72ObservedTime: 10%

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

Risk: 38.9%AI: 59.82ObservedTime: 6%

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

Risk: 51.5%AI: 61.25ObservedTime: 6%

Prepare project budgets, schedules, or specifications for labor or materials.

Risk: 72.3%AI: 57.65ObservedTime: 5%

Plan alteration or modification of existing transportation structures to improve safety or function.

Risk: 43.0%AI: 40EstimatedTime: 5%

Investigate traffic problems and recommend methods to improve traffic flow or safety.

Risk: 51.0%AI: 60EstimatedTime: 5%

Prepare final project layout drawings that include details such as stress calculations.

Risk: 47.0%AI: 50EstimatedTime: 5%

Estimate transportation project costs.

Risk: 84.0%AI: 87EstimatedTime: 4%

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

Risk: 21.0%AI: 15EstimatedTime: 3%

Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.

Risk: 86.0%AI: 92EstimatedTime: 4%

Evaluate transportation systems or traffic control devices or lighting systems to determine need for modification or expansion.

Risk: 49.0%AI: 55EstimatedTime: 4%

Review development plans to determine potential traffic impact.

Risk: 49.0%AI: 55EstimatedTime: 4%

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

Risk: 19.0%AI: 25EstimatedTime: 3%

Evaluate traffic control devices or lighting systems to determine need for modification or expansion.

Risk: 49.0%AI: 55EstimatedTime: 3%

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

Risk: 23.0%AI: 20EstimatedTime: 3%

Participate in contract bidding, negotiation, or administration.

Risk: 23.0%AI: 20EstimatedTime: 3%

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

Risk: 51.0%AI: 60EstimatedTime: 4%

Investigate or test specific construction project materials to determine compliance to specifications or standards.

Risk: 45.4%AI: 45.98ObservedTime: 2%

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

Risk: 21.0%AI: 15EstimatedTime: 2%

Inspect completed transportation projects to ensure compliance with environmental regulations.

Risk: 17.0%AI: 20EstimatedTime: 2%

Evaluate construction project materials for compliance with environmental standards.

Risk: 84.0%AI: 87EstimatedTime: 2%

Develop plans to deconstruct damaged or obsolete roadways or other transportation structures in a manner that is environmentally sound or prepares the land for sustainable development.

Risk: 43.0%AI: 40EstimatedTime: 2%

Analyze environmental impact statements for transportation projects.

Risk: 53.0%AI: 65EstimatedTime: 2%

Design transportation systems or structures, using sustainable materials or products, such as porous pavement or bioretention structures.

Risk: 47.0%AI: 50EstimatedTime: 2%

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

Risk: 55.0%AI: 70EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Transportation Engineers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7.9pt risk+$6K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.5pt risk+$6K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.9pt risk+$6K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Score History

Risk score over 2 scoring runs

-0.3

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree91%
Doctoral/Professional Degree9%

Prior Experience Needed

Work experience required to enter this job

None36%
3-6 months5%
6 months - 1 year14%
1-2 years5%
2-4 years9%
4-6 years23%
6-8 years9%

Training Provided After Hiring

How long it typically takes to learn on the job

None23%
Up to 1 month9%
1-3 months9%
3-6 months5%
6 months - 1 year5%
1-2 years14%
2-4 years23%
4-6 years9%
6-8 years5%

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis