AITakeover Tracker
28%medium risk

Transportation Managers

Plan, direct, or coordinate the transportation operations within an organization or the activities of organizations that provide transportation services.

Green Enhanced SkillsHigher risk than 29% of occupations

AI Impact Summary

Transportation Managers faces moderate AI displacement risk with a score of 28/100. This occupation has higher AI displacement risk than 29% of all analyzed occupations. Of 28 analyzed tasks, 4 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

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.

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.

Complex Problem Solving75%

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

Negotiation85%

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

Persuasion80%

Persuasion 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.

AI-Augmented Skills (7)

MonitoringCritical ThinkingWritingJudgment and Decision MakingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Transportation Managers 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

-7.1pt risk+$5K/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

-4.2pt risk+$7K/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.

Education & Training

Percentage of workers at each education and training level

Education Level

High School Diploma34%
Post-Secondary Certificate1%
Associate's Degree24%
Bachelor's Degree41%

Prior Experience Needed

Work experience required to enter this job

None6%
1-3 months8%
6 months - 1 year6%
1-2 years7%
2-4 years27%
4-6 years25%
6-8 years13%
8-10 years4%
Over 10 years6%

Training Provided After Hiring

How long it typically takes to learn on the job

None10%
Up to 1 month14%
1-3 months32%
3-6 months22%
6 months - 1 year9%
1-2 years6%
2-4 years5%
6-8 years2%

How AI Impacts Each Task

28 tasks analyzed

Plan, organize, or manage the work of subordinate staff to ensure that the work is accomplished in a manner consistent with organizational requirements.

Risk: 21.0%AI: 15EstimatedTime: 8%

Direct activities related to dispatching, routing, or tracking transportation vehicles, such as aircraft or railroad cars.

Risk: 51.0%AI: 60EstimatedTime: 8%

Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations.

Risk: 59.4%AI: 25.45ObservedTime: 6%

Serve as contact persons for all workers within assigned territories.

Risk: 21.0%AI: 15EstimatedTime: 5%

Implement schedule or policy changes for transportation services.

Risk: 80.0%AI: 77EstimatedTime: 4%

Monitor spending to ensure that expenses are consistent with approved budgets.

Risk: 86.0%AI: 92EstimatedTime: 4%

Promote safe work activities by conducting safety audits, attending company safety meetings, or meeting with individual staff members.

Risk: 19.0%AI: 10EstimatedTime: 4%

Prepare management recommendations, such as proposed fee and tariff increases or schedule changes.

Risk: 51.0%AI: 60EstimatedTime: 4%

Conduct investigations in cooperation with government agencies to determine causes of transportation accidents, coordinate cleanup activities, or improve safety procedures.

Risk: 39.0%AI: 30EstimatedTime: 3%

Direct investigations to verify and resolve customer or shipper complaints.

Risk: 27.0%AI: 30EstimatedTime: 4%

Direct or coordinate the activities of operations department to obtain use of equipment, facilities, or human resources.

Risk: 23.0%AI: 20EstimatedTime: 4%

Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services.

Risk: 49.4%AI: 55.88ObservedTime: 4%

Collaborate with other managers or staff members to formulate and implement policies, procedures, goals, or objectives.

Risk: 36.0%AI: 52.38ObservedTime: 4%

Plan or implement energy saving changes to transportation services, such as reducing routes, optimizing capacities, employing alternate modes of transportation, or minimizing idling.

Risk: 51.0%AI: 60EstimatedTime: 3%

Set operations policies and standards, including determining safety procedures for the handling of dangerous goods.

Risk: 41.0%AI: 35EstimatedTime: 3%

Direct staff performing repairs and maintenance to equipment, vehicles, or facilities.

Risk: 23.0%AI: 20EstimatedTime: 3%

Develop criteria, application instructions, procedural manuals, or contracts for federal or state public transportation programs.

Risk: 84.0%AI: 87EstimatedTime: 2%

Develop or implement plans to improve transportation services control from regional to national or global load control center operations.

Risk: 47.0%AI: 50EstimatedTime: 3%

Direct central load control centers to maximize efficiency and effectiveness of transportation services.

Risk: 51.0%AI: 60EstimatedTime: 3%

Supervise clerks assigning tariff classifications or preparing billing.

Risk: 27.0%AI: 30EstimatedTime: 3%

Negotiate, authorize, or monitor fulfillment of contracts with equipment or materials suppliers.

Risk: 23.0%AI: 20EstimatedTime: 3%

Conduct employee training sessions on subjects such as hazardous material handling, employee orientation, quality improvement, or computer use.

Risk: 29.0%AI: 35EstimatedTime: 3%

Recommend or authorize capital expenditures for acquisition of new equipment or property to increase efficiency and services of operations department.

Risk: 43.0%AI: 40EstimatedTime: 2%

Evaluate transportation vehicles or auxiliary equipment for purchase by considering factors such as fuel economy or aerodynamics.

Risk: 49.0%AI: 55EstimatedTime: 2%

Identify or select transportation and communications system technologies to reduce costs or environmental impacts.

Risk: 49.0%AI: 55EstimatedTime: 2%

Provide administrative or technical assistance to those receiving transportation-related grants.

Risk: 86.0%AI: 92EstimatedTime: 2%

Direct procurement processes including equipment research and testing, vendor contracts, or requisitions approval.

Risk: 47.0%AI: 50EstimatedTime: 2%

Participate in union contract negotiations or grievance settlements.

Risk: 19.0%AI: 10EstimatedTime: 2%

Protective Factors

Total protective discount: 33.0%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityStress ToleranceLeadershipCooperationSelf ControlIntegrityAttention to DetailPersistenceInitiativeAdaptability/FlexibilityConcern for OthersSocial Orientation

Wage & Employment (2024)

Median Wage

$102,010

per year

Mean Wage

$116,010

per year

Employment

213K

workers

Wage Range

$61,200 - $180,590

10th - 90th pct

Wage Distribution

$61,200Median: $102,010$180,590
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Transportation Managers professionals should diversify beyond them.

  • Reading Comprehension

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

  • Mathematics

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

  • Information Ordering

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

  • Mathematics

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

  • Memorization

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

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Leadership

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

  • Adaptability/Flexibility

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

  • Coordination

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

  • Complex Problem Solving

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

  • Negotiation

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

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 3 scoring runs

-4.0

overall change

Checking for existing plan...