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Automation Risk Analysis

Will “Granulator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #518 of 702. Estimated risk: 88.0%

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AI Exposure Risk

28%

“Granulator” will almost certainly not 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 28% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

60%

“Granulator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 60% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Set up, operate, or tend machines that extrude and form continuous filaments from synthetic materials, such as liquid polymer, rayon, and fiberglass.

Avg. Annual Salary $47,420
Avg. Hourly Wage $22.80
Available Jobs (US) 14,900
Job Title & Hierarchy Code (SOC) Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers #51-6091
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers”

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Core Skills & Abilities

  • Lower pans inside cabinets to catch molten filaments until flow of polymer through packs has stopped.

  • Open cabinet doors to cut multifilament threadlines away from guides, using scissors.

  • Observe flow of finish across finish rollers, and turn valves to adjust flow to specifications.

  • Wipe finish rollers with cloths and wash finish trays with water when necessary.

  • Remove excess, entangled, or completed filaments from machines, using hand tools.

  • Set up, operate, or tend machines that extrude and form filaments from synthetic materials such as rayon, fiberglass, or liquid polymers.

  • Start metering pumps and observe operation of machines and equipment to ensure continuous flow of filaments extruded through spinnerettes and to detect processing defects.

  • Load materials into extruding and forming machines, using hand tools, and adjust feed mechanisms to set feed rates.

  • Record operational data on tags, and attach tags to machines.

  • Press metering-pump buttons and turn valves to stop flow of polymers.

  • Move controls to activate and adjust extruding and forming machines.

  • Record details of machine malfunctions.

  • Clean and maintain extruding and forming machines, using hand tools.

  • Remove polymer deposits from spinnerettes and equipment, using silicone spray, brass chisels, and bronze-wool pads.

  • Press buttons to stop machines when processes are complete or when malfunctions are detected.

  • Notify other workers of defects, and direct them to adjust extruding and forming machines.

  • Observe machine operations, control boards, and gauges to detect malfunctions such as clogged bushings and defective binder applicators.

Technologies & Software

  • Microsoft Office software
  • Statistical process control SPC software
  • Siemens Industrial AI
  • Cognex Vision AI
  • ABB AI Robotics
  • Camstar Manufacturing Execution System MES
  • SAP software
  • Rockwell Automation AI
  • Microsoft Word
  • Operational databases
  • Microsoft Excel
  • Sight Machine AI
  • Microsoft Outlook
  • Apache Hadoop YARN
  • Adjustable open end wrenches
  • Gravimetric feeders
  • Material hoppers
  • Label makers
  • Yarn splicers
  • Phillips screwdrivers
  • Vacuum tanks
  • Shrink wrappers
  • Color blenders
  • Measuring tapes
  • Loader dryers
  • Allen wrench sets
  • Digital micrometers
  • Fray counters
  • Gas torches
  • Electronic balances
  • Industrial ovens
  • Electronic counters
  • Wire gauge testers
  • Gage block sets
  • Glass material extruders
  • Digital calipers
  • Wheeled forklifts
  • Stepladders
  • Tensile testers
  • Dryer monitors
  • Benchtop microscopes
  • Weigh feeders
  • Computer laser printers
  • Stapling machines
  • Die gauges
  • Laser micrometers
  • Digital tachometers
  • Haul off machines
  • Automated staple guns
  • Synthetic material extruders
  • Multitools
  • Wire drawing machines
  • Power drills
  • Polymer feed systems
  • Personal computers
  • Dial indicators
  • Cleaning scrapers
  • Digital pyrometers