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

AI & job outlook

What today's research says about this occupation's exposure to AI, how AI is actually being used in it, and where employment is headed. These are positions within published studies — measures of exposure and usage, not predictions that this job will disappear.

Exposure to current AI

Each study uses its own scale, so the raw scores are not comparable across rows — the percentile (this job's rank among all U.S. occupations with data) is the comparable figure, and sizes the bars.

OpenAI's exposure study scores tasks three ways: with a language model alone (α 0.2), with simple added tooling (β 0.4), and including AI-powered software (γ 0.6). Higher means more of the job's tasks could be done at least twice as fast — not that they will be automated away.

How AI is actually used in this job

Among measured AI assistant conversations mapped to this occupation (Anthropic Economic Index, 2026-01-15), these task types came up most. These are shares of observed AI conversations — not shares of the job, of worker time, or of what could be automated.

Tasks

All 22 tasks O*NET lists for this occupation, ordered by importance. Each links to its own page with AI-exposure and observed-use detail.

• Enforce safety rules and regulations. Core · importance 4.5
• Interpret transportation or tariff regulations, shipping orders, safety regulations, or company policies and procedures for workers. Core · importance 4.2
• Resolve worker problems or collaborate with employees to assist in problem resolution. Core · importance 4.1
• Confer with customers, supervisors, contractors, or other personnel to exchange information or to resolve problems. Core · importance 4.1
• Plan work assignments and equipment allocations to meet transportation, operations or production goals. Core · importance 4.1
• Examine, measure, or weigh cargo or materials to determine specific handling requirements. Supplemental · importance 4.0
• Explain and demonstrate work tasks to new workers or assign training tasks to experienced workers. Core · importance 4.0
• Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations. Core · importance 3.9
• Drive vehicles or operate machines or equipment to complete work assignments or to assist workers. Core · importance 3.9
• Inspect or test materials, stock, vehicles, equipment, or facilities to ensure that they are safe, free of defects, and consistent with specifications. Core · importance 3.9
• Maintain or verify records of time, materials, expenditures, or crew activities. Core · importance 3.9
• Requisition needed personnel, supplies, equipment, parts, or repair services. Core · importance 3.9
• Perform or schedule repairs or preventive maintenance of vehicles or other equipment. Core · importance 3.9
• Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents. Core · importance 3.8
• Recommend and implement measures to improve worker motivation, equipment performance, work methods, or customer services. Core · importance 3.8
• Dispatch personnel and vehicles in response to telephone or radio reports of emergencies. Core · importance 3.8
• Monitor field work to ensure proper performance and use of materials. Core · importance 3.8
• Compute or estimate cash, payroll, transportation, personnel, or storage requirements. Supplemental · importance 3.8
• Recommend or implement personnel actions, such as employee selection, evaluation, rewards, or disciplinary actions. Core · importance 3.6
• Assist workers in tasks, such as loading vehicles.
• Direct workers in transportation or related services, such as pumping, moving, storing, or loading or unloading of materials.
• Plan and establish schedules.

Work activities

• Monitor work environment to ensure safety or adherence to specifications.
• Load shipments, belongings, or materials.
• Direct passenger or freight transport activities.
• Direct material handling or moving activities.
• Schedule product or material transportation.
• Plan work operations.
• Resolve issues affecting transportation operations.
• Resolve personnel problems.
• Review work orders or schedules to determine operations or procedures.
• Recommend personnel decisions or human resources activities.
• Verify information or specifications.
• Record operational or production data.
• Explain regulations, policies, or procedures.
• Prepare accident or incident reports.
• Acquire supplies or equipment.
• Test materials, solutions, or samples.
• Inspect motor vehicles.
• Inspect facilities to ensure compliance with safety, quality, or service standards.
• Determine resource needs.
• Direct emergency management activities.
• Arrange maintenance activities.
• Maintain vehicles in good working condition.
• Measure product or material dimensions.
• Weigh materials to ensure compliance with specifications.
• Operate vehicles or material-moving equipment.

Knowledge, skills & abilities

O*NET importance rating, from 1 (not important) to 5 (extremely important).

Knowledge

Essential skills

Transferable skills

Abilities

Skills in demand

Skills employers ask for in job postings for this occupation (Lightcast), with whether each is a common or specialized skill.

• Mathematics Common Skill
• English Language Common Skill
• Time Management Common Skill
• Active Listening Common Skill
• Social Perceptiveness Common Skill
• Reading Comprehension Common Skill
• Deductive Reasoning Common Skill
• Critical Thinking Common Skill
• Psychology Specialized Skill
• Microsoft Outlook Common Skill
• Microsoft Excel Common Skill
• Inductive Reasoning Common Skill
• Complex Problem Solving Common Skill
• Writing Common Skill
• Speech Recognition Specialized Skill
• Information Ordering Specialized Skill
• Negotiation Common Skill
• Learning Strategies Specialized Skill
• Instructing Specialized Skill
• Active Learning Common Skill
• Microsoft Word Common Skill
• Microsoft PowerPoint Common Skill
• Microsoft Access Specialized Skill
• Geography Specialized Skill
• Visualization Specialized Skill
• Systems Analysis Specialized Skill
• Chemistry Specialized Skill
• Foreign Language Common Skill
• Finger Dexterity Common Skill
• Depth Perception Common Skill
• Physics Specialized Skill
• Equipment Maintenance Specialized Skill
• Telecommunications Specialized Skill
• Biology Specialized Skill
• Mapping Software Specialized Skill
• Equipment Selection Specialized Skill
• Presentation Software Specialized Skill
• Installation Specialized Skill
• Accounting Software Specialized Skill

Tools & technology

Work context

How characteristic each condition is of the job, on O*NET's 1–5 context scale (higher = more present in day-to-day work). Each condition links to how it varies across all occupations.

How to get in

Job zone

Zone 3 — Job Zone Three: Medium Preparation Needed

Education

Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.

Related experience

Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.

Preparation level

SVP (6.0 to < 7.0) — total schooling plus on-the-job experience.

What to study: Transportation and Materials Moving . Fields of study crosswalked to this occupation (NCES CIP–SOC), not a requirement.

Education of current workers

Share of people in this occupation at each level of education.

Interests & work styles

The interests and personal qualities O*NET associates with people who do this work.

Interest areas

Career interests (Holland / RIASEC)

Work styles

Related occupations

• First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand · 53-1042.00 Compare →
• First-Line Supervisors of Mechanics, Installers, and Repairers · 49-1011.00 Compare →
• First-Line Supervisors of Production and Operating Workers · 51-1011.00 Compare →
• First-Line Supervisors of Construction Trades and Extraction Workers · 47-1011.00 Compare →
• First-Line Supervisors of Passenger Attendants · 53-1044.00 Compare →
• First-Line Supervisors of Farming, Fishing, and Forestry Workers · 45-1011.00 Compare →
• First-Line Supervisors of Office and Administrative Support Workers · 43-1011.00 Compare →
• First-Line Supervisors of Housekeeping and Janitorial Workers · 37-1011.00 Compare →
• First-Line Supervisors of Non-Retail Sales Workers · 41-1012.00 Compare →
• First-Line Supervisors of Security Workers · 33-1091.00 Compare →
• Aircraft Cargo Handling Supervisors · 53-1041.00 Compare →
• Transportation, Storage, and Distribution Managers · 11-3071.00 Compare →

Side-by-side comparisons place two occupations’ pay, preparation, skills, and AI exposure on the same page — same data, same scale, no forecast.

What you can do with this

Options the data surfaces for First-Line Supervisors of Material-Moving Machine and Vehicle Operators — not advice or a forecast. Each is a real cross-link you can follow into the evidence.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-role-53-1043-00,
  title  = {First-Line Supervisors of Material-Moving Machine and Vehicle Operators},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/roles/role-53-1043-00}
}