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Census · Sales · occupation code 41-1012

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