Skip to content
Slow Variables
Ask
Census · Retail front line · occupation code 41-1011

First-Line Supervisors of 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 21 tasks

  • Keep records of purchases, sales, and requisitions.

    quick to check, an existing check settles it, and a mistake is cheap · 4.4% of the role's time · $2.6B · all three pass it

  • Review inventory and sales records to prepare reports for management and budget departments.

    quick to check, an existing check settles it, and a mistake is cheap · 2.8% of the role's time · $1.6B · passed by Claude Sonnet, GPT-6 Sol · the models disagreed

Does not pass

  • Provide customer service by greeting and assisting customers and responding to customer inquiries and complaints.

    reason given most often: no existing check settles it · 11.8% of the role's time · $6.8B

  • Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or in performing services for customers.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 8.5% of the role's time · $4.9B

  • Monitor sales activities to ensure that customers receive satisfactory service and quality goods.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 8.2% of the role's time · $4.8B

  • Assign employees to specific duties.

    an accountable sign-off — stays with a person · 7.1% of the role's time · $4.1B

  • Examine merchandise to ensure that it is correctly priced and displayed and that it functions as advertised.

    physical work, outside the screen · 6.4% of the role's time · $3.7B

  • Instruct staff on how to handle difficult and complicated sales.

    reason given most often: no existing check settles it · 6.2% of the role's time · $3.6B

  • Perform work activities of subordinates, such as cleaning and organizing shelves and displays and selling merchandise.

    physical work, outside the screen · 6.1% of the role's time · $3.5B

  • Enforce safety, health, and security rules.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 5.2% of the role's time · $3.0B

  • Examine products purchased for resale or received for storage to assess the condition of each product or item.

    physical work, outside the screen · 4.4% of the role's time · $2.6B

  • Inventory stock and reorder when inventory drops to a specified level.

    physical work, outside the screen · 3.7% of the role's time · $2.2B

  • Establish and implement policies, goals, objectives, and procedures for the department.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 3.7% of the role's time · $2.2B

  • Formulate pricing policies for merchandise, according to profitability requirements.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 3.3% of the role's time · $1.9B

  • Establish credit policies and operating procedures.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 3.2% of the role's time · $1.8B

  • Estimate consumer demand and determine the types and amounts of goods to be sold.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.9% of the role's time · $1.7B

  • Plan and prepare work schedules and keep records of employees' work schedules and time cards.

    reason given most often: no existing check settles it · 2.6% of the role's time · $1.5B

  • Hire, train, and evaluate personnel in sales or marketing establishments, promoting or firing workers when appropriate.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.6% of the role's time · $1.5B

  • Plan budgets and authorize payments and merchandise returns.

    an accountable sign-off — stays with a person · 2.5% of the role's time · $1.5B

  • 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 · 2.3% of the role's time · $1.3B

  • Plan and coordinate advertising campaigns and sales promotions and prepare merchandise displays and advertising copy.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 2.2% of the role's time · $1.3B

Where this role works

IndustryWorkersWage billPasses the screenAll three pass
General Merchandise Retailers197,550$9.4B$678M$412M
Food and Beverage Retailers (4451 and 4452 only)168,200$9.0B$648M$394M
Gasoline Stations104,010$4.5B$323M$197M
Building Material and Supplies Dealers79,900$4.5B$323M$196M
Clothing and Clothing Accessories Retailers83,710$3.9B$282M$172M
Automobile Dealers39,690$3.8B$276M$168M
Health and Personal Care Retailers39,470$2.1B$149M$90.8M
Automotive Parts, Accessories, and Tire Retailers39,130$2.0B$147M$89.5M
Sporting Goods, Hobby, and Musical Instrument Retailers39,000$2.0B$141M$85.9M
Other Miscellaneous Retailers36,150$1.7B$124M$75.2M