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Automation Risk Analysis

Will “Tumbling Machine Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #445 of 702. Estimated risk: 81.0%

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AI Exposure Risk

25%

“Tumbling Machine Operator” 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 25% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

57%

“Tumbling Machine Operator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 57% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate or tend machines to wash or clean products, such as barrels or kegs, glass items, tin plate, food, pulp, coal, plastic, or rubber, to remove impurities.

Avg. Annual Salary $43,380
Avg. Hourly Wage $20.86
Available Jobs (US) 13,890
Job Title & Hierarchy Code (SOC) Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders #51-9192
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders”

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Core Skills & Abilities

  • Adjust, clean, and lubricate mechanical parts of machines, using hand tools and grease guns.

  • Record gauge readings, materials used, processing times, or test results in production logs.

  • Drain, clean, and refill machines or tanks at designated intervals, using cleaning solutions or water.

  • Load machines with objects to be processed and unload them after cleaning, placing them on conveyors or racks.

  • Operate or tend machines to wash and remove impurities from items such as barrels or kegs, glass products, tin plate surfaces, dried fruit, pulp, animal stock, coal, manufactured articles, plastic, or rubber.

  • Examine and inspect machines to detect malfunctions.

  • Set controls to regulate temperature and length of cycles, and start conveyors, pumps, agitators, and machines.

  • Measure, weigh, or mix cleaning solutions, using measuring tanks, calibrated rods or suction tubes.

  • Draw samples for laboratory analysis, or test solutions for conformance to specifications, such as acidity or specific gravity.

  • Add specified amounts of chemicals to equipment at required times to maintain solution levels and concentrations.

  • Observe machine operations, gauges, or thermometers, and adjust controls to maintain specified conditions.

Technologies & Software

  • Sight Machine AI
  • Siemens Industrial AI
  • ABB AI Robotics
  • Cognex Vision AI
  • Rockwell Automation AI
  • Microsoft Excel
  • Microsoft Word
  • Scissor lifts
  • Eye protection
  • Hearing protection plugs
  • Safety gloves
  • Electric pallet jacks
  • Grease dispensing guns
  • Multipurpose hammers
  • Wheeled forklifts
  • Steam lines
  • Air purifying respirators
  • Floor scrubbers
  • Multipurpose screwdrivers
  • Cleaning scrapers
  • Hydro blasting equipment
  • Water pumps
  • Measuring tanks
  • Adjustable handwrenches
  • High speed buffers
  • Suction hoses
  • Calibrated measuring rods
  • Vacuum trucks
  • Wet mops
  • Personal computers
  • Foamers
  • Conveyor systems
  • Machine thermometers
  • Clean in place CIP systems
  • Water agitators

Alternative Job Titles