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.
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)
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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)
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
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
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
by Pluralsight
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Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
22 tasks analyzed
Enforce safety rules and regulations.
Plan work assignments and equipment allocations to meet transportation, operations or production goals.
Direct workers in transportation or related services, such as pumping, moving, storing, or loading or unloading of materials or people.
Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations.
Inspect or test materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications.
Confer with customers, supervisors, contractors, or other personnel to exchange information or to resolve problems.
Monitor field work to ensure proper performance and use of materials.
Dispatch personnel and vehicles in response to telephone or radio reports of emergencies.
Examine, measure, or weigh cargo or materials to determine specific handling requirements.
Drive vehicles or operate machines or equipment to complete work assignments or to assist workers.
Plan and establish transportation routes.
Maintain or verify records of time, materials, expenditures, or crew activities.
Interpret transportation or tariff regulations, shipping orders, safety regulations, or company policies and procedures for workers.
Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents.
Resolve worker problems or collaborate with employees to assist in problem resolution.
Recommend or implement personnel actions, such as employee selection, evaluation, rewards, or disciplinary actions.
Assist workers in tasks such as coupling railroad cars or loading vehicles.
Perform or schedule repairs or preventive maintenance of vehicles or other equipment.
Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers.
Compute or estimate cash, payroll, transportation, personnel, or storage requirements.
Requisition needed personnel, supplies, equipment, parts, or repair services.
Recommend and implement measures to improve worker motivation, equipment performance, work methods, or customer services.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Enforce safety rules and regulations. | 35Estimated | 29.0% | 6% | |
| Plan work assignments and equipment allocations to meet transportation, operations or production goals. | 65Estimated | 53.0% | 8% | |
| Direct workers in transportation or related services, such as pumping, moving, storing, or loading or unloading of materials or people. | 30Estimated | 27.0% | 8% | |
| Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations. | 92Estimated | 86.0% | 6% | |
| Inspect or test materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications. | 45Estimated | 51.0% | 5% | |
| Confer with customers, supervisors, contractors, or other personnel to exchange information or to resolve problems. | 32.4Observed | 28.0% | 6% | |
| Monitor field work to ensure proper performance and use of materials. | 30Estimated | 27.0% | 6% | |
| Dispatch personnel and vehicles in response to telephone or radio reports of emergencies. | 40Estimated | 43.0% | 3% | |
| Examine, measure, or weigh cargo or materials to determine specific handling requirements. | 60Estimated | 57.0% | 3% | |
| Drive vehicles or operate machines or equipment to complete work assignments or to assist workers. | 45Estimated | 51.0% | 4% | |
| Plan and establish transportation routes. | 56.67Observed | 49.7% | 4% | |
| Maintain or verify records of time, materials, expenditures, or crew activities. | 92Estimated | 86.0% | 4% | |
| Interpret transportation or tariff regulations, shipping orders, safety regulations, or company policies and procedures for workers. | 41.67Observed | 31.7% | 4% | |
| Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents. | 92Estimated | 86.0% | 5% | |
| Resolve worker problems or collaborate with employees to assist in problem resolution. | 15Estimated | 21.0% | 5% | |
| Recommend or implement personnel actions, such as employee selection, evaluation, rewards, or disciplinary actions. | 15Estimated | 21.0% | 4% | |
| Assist workers in tasks such as coupling railroad cars or loading vehicles. | 35Estimated | 47.0% | 3% | |
| Perform or schedule repairs or preventive maintenance of vehicles or other equipment. | 10Estimated | 13.0% | 3% | |
| Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers. | 30Estimated | 27.0% | 4% | |
| Compute or estimate cash, payroll, transportation, personnel, or storage requirements. | 50Observed | 69.2% | 3% | |
| Requisition needed personnel, supplies, equipment, parts, or repair services. | 92Estimated | 86.0% | 3% | |
| Recommend and implement measures to improve worker motivation, equipment performance, work methods, or customer services. | 45Estimated | 45.0% | 3% |
Protective Factors
Total protective discount: 33.7%
Essential Soft Skills
Traits that are hard for AI to replicate
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsGeneral and Operations Managers
28%Median salary: $102,950
Higher risk than 29% of other occupations
Industrial Production Managers
30%Median salary: $121,440
Higher risk than 38% of other occupations
Lodging Managers
31%Median salary: $68,130
Higher risk than 48% of other occupations
Logistics Managers
32%Median salary: $102,010
Higher risk than 50% of other occupations
Storage and Distribution Managers
34%Median salary: $102,010
Higher risk than 62% of other occupations
First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand
34%Higher risk than 62% of other occupations
First-Line Supervisors of Office and Administrative Support Workers
34%Median salary: $66,140
Higher risk than 62% of other occupations
Postmasters and Mail Superintendents
34%Median salary: $92,730
Higher risk than 64% of other occupations
Food Service Managers
36%Median salary: $65,310
Higher risk than 69% of other occupations
Administrative Services Managers
36%Higher risk than 69% of other occupations
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
overall change