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Automation Risk Analysis

Will “Sample Distributor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #599 of 702. Estimated risk: 94.0%

Directly assessed by researchers as likely automatable
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AI Exposure Risk

53%

“Sample Distributor” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 53% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

48%

“Sample Distributor” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 48% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Couriers and Messengers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Pick up and deliver messages, documents, packages, and other items between offices or departments within an establishment or directly to other business concerns, traveling by foot, bicycle, motorcycle, automobile, or public conveyance.

Avg. Annual Salary $40,060
Avg. Hourly Wage $19.26
Available Jobs (US) 71,920
Job Title & Hierarchy Code (SOC) Couriers and Messengers #43-5021
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Couriers and Messengers”

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Core Skills & Abilities

  • Sort items to be delivered according to the delivery route.

  • Obtain signatures and payments, or arrange for recipients to make payments.

  • Plan and follow the most efficient routes for delivering goods.

  • Collect, seal, and stamp outgoing mail, using postage meters and envelope sealers.

  • Check with home offices after completed deliveries to confirm deliveries and collections and to receive instructions for other deliveries.

  • Deliver and pick up medical records, lab specimens, and medications to and from hospitals and other medical facilities.

  • Perform general office or clerical work, such as filing materials, operating duplicating machines, or running errands.

  • Deliver messages and items, such as newspapers, documents, and packages, between establishment departments and to other establishments and private homes.

  • Receive messages or materials to be delivered, and information on recipients, such as names, addresses, telephone numbers, and delivery instructions, communicated via telephone, two-way radio, or in person.

  • Load vehicles with listed goods, ensuring goods are loaded correctly and taking precautions with hazardous goods.

  • Perform routine maintenance on delivery vehicles, such as monitoring fluid levels and replenishing fuel.

  • Walk, ride bicycles, drive vehicles, or use public conveyances to reach destinations to deliver messages or materials.

  • Record information, such as items received and delivered and recipients' responses to messages.

  • Use telephone to deliver verbal messages.

  • Unload and sort items collected along delivery routes.

Technologies & Software

  • Notion AI
  • Mistral (Mistral AI)
  • DeepSeek
  • Perplexity AI
  • Napkin AI
  • Llama (Meta)
  • Microsoft Word
  • Claude (Anthropic)
  • Grammarly AI
  • UiPath (RPA + AI)
  • Route mapping software
  • Kimi (Moonshot AI)
  • Microsoft Outlook
  • Grok (xAI)
  • Zapier AI
  • Microsoft Copilot
  • Microsoft Excel
  • Microsoft Office software
  • ChatGPT (OpenAI)
  • Gemini for Workspace
  • Otter.ai
  • Gemini (Google)
  • Nova (Amazon)
  • Qwen (Alibaba)
  • Passenger vehicles
  • Safety belts
  • Warehouse forklifts
  • Wireless barcode scanners
  • Pallet jacks
  • Protective safety glasses
  • Copy machines
  • Lockboxes
  • Mopeds
  • Stepladders
  • Hazardous material packaging
  • Computer data input scanners
  • Stamping equipment
  • Bicycles
  • Hydraulic lift tables
  • Tablet computers
  • Global positioning system GPS devices
  • Bank deposit bags
  • Personal computers
  • Mail addressing machines
  • High-reach forklifts
  • Delivery trucks
  • Postage meters
  • Handheld radio frequency RF scanners
  • Hard hats
  • Passenger vans
  • Laser facsimile machines
  • Mobile radios
  • Motorcycles
  • Document shredders
  • Envelope sealers