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.
- Formulate pricing policies on merchandise according to profitability requirements.74
- Keep records pertaining to purchases, sales, and requisitions.74
- Visit retailers and sales representatives to promote products and gather information.74
- Inventory stock and reorder when inventories drop to specified levels.74
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.
- Examine merchandise to ensure correct pricing and display, and that it functions as advertised.01
- Monitor sales staff performance to ensure that goals are met.02
- Examine products purchased for resale or received for storage to determine product condition.03
- Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or performing specific services.04
- Formulate pricing policies on merchandise according to profitability requirements.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
First-Line Supervisors of Office and Administrative Support Workers
Closely related work
Compare these careers →First-Line Supervisors of Mechanics, Installers, and Repairers
Closely related work
Compare these careers →First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand
Related work
Compare these careers →First-Line Supervisors of Material-Moving Machine and Vehicle Operators
Related work
Compare these careers →First-Line Supervisors of Housekeeping and Janitorial Workers
Shares some work
Compare these careers →General and Operations 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.
