AITakeover Tracker
30%medium risk

First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators

Directly supervise and coordinate activities of transportation and material-moving machine and vehicle operators and helpers.

Higher risk than 41% of occupations

AI Impact Summary

First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators faces moderate AI displacement risk with a score of 30/100. This occupation has higher AI displacement risk than 41% of all analyzed occupations. Of 22 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%

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

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.

Social Perceptiveness90%

Social Perceptiveness 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.

Instructing75%

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

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingWritingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators 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

-6.9pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-5.3pt risk

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

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 Diploma70%
Some College12%
Post-Secondary Certificate13%
Bachelor's Degree6%

Prior Experience Needed

Work experience required to enter this job

None4%
1-3 months4%
6 months - 1 year16%
1-2 years18%
2-4 years39%
4-6 years12%
6-8 years1%
Over 10 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None4%
Up to 1 month25%
1-3 months8%
3-6 months11%
6 months - 1 year35%
1-2 years8%
2-4 years4%
6-8 years4%

How AI Impacts Each Task

22 tasks analyzed

Enforce safety rules and regulations.

Risk: 29.0%AI: 35EstimatedTime: 6%

Plan work assignments and equipment allocations to meet transportation, operations or production goals.

Risk: 53.0%AI: 65EstimatedTime: 8%

Direct workers in transportation or related services, such as pumping, moving, storing, or loading or unloading of materials or people.

Risk: 27.0%AI: 30EstimatedTime: 8%

Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations.

Risk: 86.0%AI: 92EstimatedTime: 6%

Inspect or test materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications.

Risk: 51.0%AI: 45EstimatedTime: 5%

Confer with customers, supervisors, contractors, or other personnel to exchange information or to resolve problems.

Risk: 28.0%AI: 32.4ObservedTime: 6%

Monitor field work to ensure proper performance and use of materials.

Risk: 27.0%AI: 30EstimatedTime: 6%

Dispatch personnel and vehicles in response to telephone or radio reports of emergencies.

Risk: 43.0%AI: 40EstimatedTime: 3%

Examine, measure, or weigh cargo or materials to determine specific handling requirements.

Risk: 57.0%AI: 60EstimatedTime: 3%

Drive vehicles or operate machines or equipment to complete work assignments or to assist workers.

Risk: 51.0%AI: 45EstimatedTime: 4%

Plan and establish transportation routes.

Risk: 49.7%AI: 56.67ObservedTime: 4%

Maintain or verify records of time, materials, expenditures, or crew activities.

Risk: 86.0%AI: 92EstimatedTime: 4%

Interpret transportation or tariff regulations, shipping orders, safety regulations, or company policies and procedures for workers.

Risk: 31.7%AI: 41.67ObservedTime: 4%

Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents.

Risk: 86.0%AI: 92EstimatedTime: 5%

Resolve worker problems or collaborate with employees to assist in problem resolution.

Risk: 21.0%AI: 15EstimatedTime: 5%

Recommend or implement personnel actions, such as employee selection, evaluation, rewards, or disciplinary actions.

Risk: 21.0%AI: 15EstimatedTime: 4%

Assist workers in tasks such as coupling railroad cars or loading vehicles.

Risk: 47.0%AI: 35EstimatedTime: 3%

Perform or schedule repairs or preventive maintenance of vehicles or other equipment.

Risk: 13.0%AI: 10EstimatedTime: 3%

Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers.

Risk: 27.0%AI: 30EstimatedTime: 4%

Compute or estimate cash, payroll, transportation, personnel, or storage requirements.

Risk: 69.2%AI: 50ObservedTime: 3%

Requisition needed personnel, supplies, equipment, parts, or repair services.

Risk: 86.0%AI: 92EstimatedTime: 3%

Recommend and implement measures to improve worker motivation, equipment performance, work methods, or customer services.

Risk: 45.0%AI: 45EstimatedTime: 3%

Protective Factors

Total protective discount: 33.7%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityLeadershipStress ToleranceCooperationAttention to DetailIntegrityAdaptability/FlexibilitySelf ControlConcern for OthersInitiativePersistenceAchievement/Effort
Career Planning

Explore other career paths

Compare displacement risk across occupations and find careers with stronger long-term prospects.

Subscribed — always updated

Recommendations

Skills to Develop

These skills are at risk from AI automation. First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators 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

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

  • 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.

  • Social Perceptiveness

    Social Perceptiveness 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.

Tools to Adopt

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

  • Critical Thinking

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

  • Monitoring

    Monitoring 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.

  • Writing

    Writing 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 2 scoring runs

-1.6

overall change

Checking for existing plan...