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Census · Sales · occupation code 41-9091

Door-to-Door Sales Workers, News and Street Vendors, and Related 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 · 1 of 12 tasks

  • Write and record orders for merchandise or enter orders into computers.

    quick to check, an existing check settles it, and a mistake is cheap · 8.7% of the role's time · $4.0M · all three pass it

Does not pass

  • Answer questions about product features and benefits.

    reason given most often: no existing check settles it · 14.1% of the role's time · $6.4M · waiting on a check

  • Explain products or services and prices and demonstrate use of products.

    physical work, outside the screen · 13.3% of the role's time · $6.1M

  • Deliver merchandise and collect payment.

    physical work, outside the screen · 10.5% of the role's time · $4.8M

  • Distribute product samples or literature that details products or services.

    physical work, outside the screen · 10.5% of the role's time · $4.8M

  • Persuade customers to purchase merchandise or services.

    reason given most often: no existing check settles it · 9.9% of the role's time · $4.5M · passed by Claude Sonnet · the models disagreed · waiting on a check

  • Circulate among potential customers or travel by foot, truck, automobile, or bicycle to deliver or sell merchandise or services.

    physical work, outside the screen · 9.6% of the role's time · $4.4M

  • Develop prospect lists.

    reason given most often: no existing check settles it · 8.2% of the role's time · $3.7M

  • Arrange buying parties and solicit sponsorship of such parties to sell merchandise.

    reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 5.0% of the role's time · $2.3M

  • Order or purchase supplies.

    reason given most often: nobody can tell quickly whether it worked · 4.7% of the role's time · $2.1M · passed by Gemini 3.1 Pro · the models disagreed

  • Set up and display sample merchandise at parties or stands.

    physical work, outside the screen · 3.9% of the role's time · $1.8M

  • Stock carts or stands.

    physical work, outside the screen · 1.8% of the role's time · $836k

Where this role works

IndustryWorkersWage billPasses the screenAll three pass
Building Finishing Contractors480$15.5M$1.3M$1.3M
Building Equipment Contractors300$13.0M$1.1M$1.1M
Advertising, Public Relations, and Related Services180$8.9M$771k$771k
Residential Building Construction190$6.9M$602k$602k
Newspaper, Periodical, Book, and Directory Publishers50$1.3M$113k$113k