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Automation Risk Analysis

Will “Ampoule Sealer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #681 of 702. Estimated risk: 98.0%

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AI Exposure Risk

53%

“Ampoule Sealer” 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

63%

“Ampoule Sealer” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 63% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Packaging and Filling Machine Operators and Tenders, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate or tend machines to prepare industrial or consumer products for storage or shipment. Includes cannery workers who pack food products.

Avg. Annual Salary $43,630
Avg. Hourly Wage $20.98
Available Jobs (US) 383,860
Job Title & Hierarchy Code (SOC) Packaging and Filling Machine Operators and Tenders #51-9111
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Packaging and Filling Machine Operators and Tenders”

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Core Skills & Abilities

  • Regulate machine flow, speed, or temperature.

  • Secure finished packaged items by hand tying, sewing, gluing, stapling, or attaching fastener.

  • Stack finished packaged items, or wrap protective material around each item, and pack the items in cartons or containers.

  • Stock and sort product for packaging or filling machine operation, and replenish packaging supplies, such as wrapping paper, plastic sheet, boxes, cartons, glue, ink, or labels.

  • Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.

  • Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.

  • Stop or reset machines when malfunctions occur, clear machine jams, and report malfunctions to a supervisor.

  • Inspect and remove defective products and packaging material.

  • Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.

  • Observe machine operations to ensure quality and conformity of filled or packaged products to standards.

  • Adjust machine components and machine tension and pressure according to size or processing angle of product.

  • Count and record finished and rejected packaged items.

  • Clean, oil, and make minor adjustments or repairs to machinery and equipment, such as opening valves or setting guides.

  • Attach identification labels to finished packaged items, or cut stencils and stencil information on containers, such as lot numbers or shipping destinations.

  • Remove finished packaged items from machine and separate rejected items.

  • Supply materials to spindles, conveyors, hoppers, or other feeding devices and unload packaged product.

  • Clean and remove damaged or otherwise inferior materials to prepare raw products for processing.

  • Tend or operate machine that packages product.

  • Clean packaging containers, line and pad crates, or assemble cartons to prepare for product packing.

  • Start machine by engaging controls.

Technologies & Software

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  • Email software
  • Microsoft Outlook
  • Gemini (Google)
  • Enterprise resource planning ERP software
  • DeepSeek
  • Siemens Industrial AI
  • Cognex Vision AI
  • Nova (Amazon)
  • Microsoft Office software
  • Grok (xAI)
  • Word processing software
  • Microsoft PowerPoint
  • ChatGPT (OpenAI)
  • Label printing software
  • Sight Machine AI
  • Claude (Anthropic)
  • Spreadsheet software
  • Personal computers
  • Dial calipers
  • Stencils
  • Step stools
  • Claw hammers
  • Measuring tapes
  • Industrial sewing machines
  • Handtrucks
  • Scanners
  • Label-making machines
  • Industrial platform scales
  • Desktop computers
  • Straight screwdrivers
  • Adjustable wrenches
  • Power drills
  • Space gauges
  • Pallet jacks
  • Utility knives
  • Scrapers
  • Pallet movers
  • Box cutters
  • Wire brushes
  • Locking pliers
  • Powered roll lifts
  • Glue guns
  • Phillips head screwdrivers
  • Staple guns
  • Forklifts

Alternative Job Titles