How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Requisition and maintain inventories of materials or supplies necessary to meet production demands.76
- Record production data, including volume produced, consumption of raw materials, or quality control measures.76
- Confer with department supervisors or other personnel to assess progress and discuss needed changes.75
- Plan production commitments or timetables for business units, specific programs, or jobs, using sales forecasts.75
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Compile and prepare documentation related to production sequences, transportation, personnel schedules, or purchase, maintenance, or repair orders.01
- Examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications.02
- Distribute production schedules or work orders to departments.03
- Revise production schedules when required due to design changes, labor or material shortages, backlogs, or other interruptions, collaborating with management, marketing, sales, production, or engineering.04
- Review documents, such as production schedules, work orders, or staffing tables, to determine personnel or materials requirements or material priorities.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Shipping, Receiving, and Inventory Clerks
Closely related work
Compare these careers →First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand
Closely related work
Compare these careers →Weighers, Measurers, Checkers, and Samplers, Recordkeeping
Closely related work
Compare these careers →First-Line Supervisors of Office and Administrative Support Workers
Related work
Compare these careers →First-Line Supervisors of Mechanics, Installers, and Repairers
Related work
Compare these careers →Industrial Production Managers
Shares some work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
