Takeover Tracker
33%medium risk

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.

Higher risk than 56% of occupations
Checking for existing plan...

How AI Impacts Each Task

22 tasks analyzed

Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.

Risk: 49.0%AI: 55EstimatedTime: 8%

Define regional or local transportation planning problems or priorities.

Risk: 52.6%AI: 63.9ObservedTime: 6%

Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.

Risk: 19.0%AI: 10EstimatedTime: 7%

Design transportation surveys to identify areas of public concern.

Risk: 53.7%AI: 66.67ObservedTime: 4%

Interpret data from traffic modeling software, geographic information systems, or associated databases.

Risk: 53.0%AI: 65EstimatedTime: 7%

Prepare reports or recommendations on transportation planning.

Risk: 50.5%AI: 58.83ObservedTime: 6%

Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas.

Risk: 47.0%AI: 50EstimatedTime: 6%

Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.

Risk: 51.0%AI: 60EstimatedTime: 6%

Collaborate with engineers to research, analyze, or resolve complex transportation design issues.

Risk: 27.0%AI: 30EstimatedTime: 6%

Evaluate transportation project needs or costs.

Risk: 51.0%AI: 60EstimatedTime: 5%

Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level.

Risk: 25.0%AI: 25EstimatedTime: 5%

Prepare necessary documents to obtain planned project approvals or permits.

Risk: 72.4%AI: 57.9ObservedTime: 4%

Analyze information from traffic counting programs.

Risk: 64.2%AI: 37.5ObservedTime: 4%

Develop computer models to address transportation planning issues.

Risk: 50.1%AI: 57.8ObservedTime: 4%

Develop or test new methods or models of transportation analysis.

Risk: 47.0%AI: 50EstimatedTime: 3%

Prepare or review engineering studies or specifications.

Risk: 50.5%AI: 58.8ObservedTime: 4%

Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.

Risk: 71.7%AI: 56.25ObservedTime: 4%

Evaluate transportation-related consequences of federal or state legislative proposals.

Risk: 51.0%AI: 60EstimatedTime: 3%

Produce environmental documents, such as environmental assessments or environmental impact statements.

Risk: 84.0%AI: 87EstimatedTime: 3%

Direct urban traffic counting programs.

Risk: 23.0%AI: 20EstimatedTime: 2%

Represent jurisdictions in the legislative or administrative approval of land development projects.

Risk: 19.0%AI: 10EstimatedTime: 2%

Define or update information such as urban boundaries or classification of roadways.

Risk: 85.2%AI: 90EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

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.

Information Ordering5%

High reliance on Information Ordering 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)

Leadership88%

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

Complex Problem Solving75%

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

Coordination70%

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

Adaptability/Flexibility85%

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

Service Orientation82%

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

Social Perceptiveness90%

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

Persuasion80%

Persuasion 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 Planners 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

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.3pt 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

-5.6pt 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

-4pt 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

-1.6

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree75%
Doctoral/Professional Degree25%

Prior Experience Needed

Work experience required to enter this job

None21%
6 months - 1 year8%
1-2 years21%
2-4 years21%
4-6 years21%
6-8 years4%
8-10 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None8%
Up to 1 month8%
1-3 months25%
3-6 months4%
6 months - 1 year29%
1-2 years4%
2-4 years8%
4-6 years13%

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