First-Line Supervisors of Non-Retail Sales Workers
Every task in this role, whether it passes the census's structural hand-over screen, which models pass it, and why. It is a screen, not a claim about what AI can do: a task can pass and still be beyond the systems of the day. The stricter and looser rules re-vote every task, and small differences between roles are noise.
Passes the screen · 2 of 18 tasks
Keep records pertaining to purchases, sales, and requisitions.
quick to check, an existing check settles it, and a mistake is cheap · 7.0% of the role's time · $1.5B · all three pass it
Prepare sales and inventory reports for management and budget departments.
quick to check, an existing check settles it, and a mistake is cheap · 3.6% of the role's time · $774M · passed by Claude Sonnet, GPT-6 Sol · the models disagreed
Does not pass
Provide staff with assistance in performing difficult or complicated duties.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 11.7% of the role's time · $2.5B
Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or performing specific services.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 10.0% of the role's time · $2.1B
Monitor sales staff performance to ensure that goals are met.
reason given most often: nobody can tell quickly whether it worked · 9.0% of the role's time · $1.9B
Plan and prepare work schedules, and assign employees to specific duties.
an accountable sign-off — stays with a person · 7.9% of the role's time · $1.7B
Listen to and resolve customer complaints regarding services, products, or personnel.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 7.5% of the role's time · $1.6B
Formulate pricing policies on merchandise according to profitability requirements.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 6.2% of the role's time · $1.3B
Attend company meetings to exchange product information and coordinate work activities with other departments.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 5.6% of the role's time · $1.2B
Hire, train, and evaluate personnel.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 4.9% of the role's time · $1.0B
Coordinate sales promotion activities, such as preparing merchandise displays and advertising copy.
physical work, outside the screen · 4.8% of the role's time · $1.0B
Confer with company officials to develop methods and procedures to increase sales, expand markets, and promote business.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 4.2% of the role's time · $897M
Visit retailers and sales representatives to promote products and gather information.
physical work, outside the screen · 3.9% of the role's time · $833M
Analyze details of sales territories to assess their growth potential and to set quotas.
reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 3.2% of the role's time · $690M
Examine merchandise to ensure correct pricing and display, and that it functions as advertised.
physical work, outside the screen · 3.2% of the role's time · $689M
Inventory stock and reorder when inventories drop to specified levels.
physical work, outside the screen · 2.8% of the role's time · $605M
Examine products purchased for resale or received for storage to determine product condition.
physical work, outside the screen · 2.6% of the role's time · $551M
Prepare rental or lease agreements, specifying charges and payment procedures for use of machinery, tools, or other items.
reason given most often: no existing check settles it · 1.8% of the role's time · $378M
Where this role works
| Industry | Workers | Wage bill | Passes the screen | All three pass |
|---|---|---|---|---|
| Credit Intermediation and Related Activities (5221 and 5223 only) | 23,740 | $2.4B | $254M | $168M |
| Merchant Wholesalers, Durable Goods (4232, 4233, 4235, 4236, 4237, and 4239 only) | 15,340 | $1.5B | $157M | $103M |
| Electronics and Appliance Retailers | 18,750 | $1.2B | $126M | $82.6M |
| Merchant Wholesalers, Nondurable Goods (4244 and 4248 only) | 12,150 | $1.1B | $120M | $79.1M |
| Agencies, Brokerages, and Other Insurance Related Activities | 10,360 | $1.1B | $116M | $76.6M |
| Professional and Commercial Equipment and Supplies Merchant Wholesalers | 7520 | $909M | $96.7M | $63.7M |
| Telecommunications | 10,510 | $880M | $93.7M | $61.7M |
| Management of Companies and Enterprises | 7100 | $880M | $93.6M | $61.6M |
| Computer Systems Design and Related Services | 5880 | $826M | $88.0M | $57.9M |
| Machinery, Equipment, and Supplies Merchant Wholesalers | 8340 | $796M | $84.7M | $55.8M |