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Automation Risk Analysis

Will “Towel Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Towel Sorter” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Towel Sorter” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Mark items with details, such as grade or acceptance-rejection status.

  • Compute usable amounts of items in shipments.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Compute defect percentages or averages, using formulas and calculators.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Recommend necessary corrective actions, based on inspection results.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Position products, components, or parts for testing.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Collect or select samples for testing or for use as models.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Notify supervisors or other personnel of production problems.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Analyze test data, making computations as necessary, to determine test results.

Technologies & Software

  • Database software
  • IBM Notes
  • FileMaker Pro
  • DeepSeek
  • Inspection marking systems
  • Statistical process control SPC data collection devices
  • Tolerance analysis software
  • Dassault Systemes CATIA
  • Coordinate measuring machine software
  • Data entry software
  • Siemens Industrial AI
  • Computer-aided inspection software
  • Mastercam computer-aided design and manufacturing software
  • Cognex Vision AI
  • Apache Pig
  • Microsoft Access
  • IBM Lotus Notes
  • Extensible markup language XML
  • Microsoft Office software
  • Verisurf Metrology
  • SAP software
  • Dassault Systemes SolidWorks
  • Nova (Amazon)
  • Minitab
  • Claude (Anthropic)
  • Cybermetrics GAGETrak
  • Design of experiments DOE software
  • The MathWorks MATLAB
  • ChatGPT (OpenAI)
  • Label inspection systems
  • Apache Hive
  • Microsoft Outlook
  • Autodesk AutoCAD
  • Mistral (Mistral AI)
  • Mastercam Design
  • Grok (xAI)
  • Llama (Meta)
  • Wilcox Associates PC-DMIS Inspection Planner
  • Microsoft Word
  • R
  • Microsoft Excel
  • Microsoft PowerPoint
  • Gemini (Google)
  • Structured query language SQL
  • Selenium
  • Medical condition coding software
  • Microsoft SharePoint
  • Microsoft Visio
  • Atlassian JIRA
  • Rockwell Automation AI
  • Kimi (Moonshot AI)
  • Skype
  • Data analysis software
  • Qwen (Alibaba)
  • ABB AI Robotics
  • Computer assisted design software
  • Sight Machine AI
  • Industrial bench scales
  • Piezoelectric acceleration instruments
  • Optical gauges
  • Verisurf 3Dgage
  • Continuity testers
  • Digital multimeters
  • Hydraulic lifts
  • Null-balance acceleration instruments
  • Frequency counters
  • Logic test systems
  • Pi tapes
  • Eddy current flaw detectors
  • Force transducers
  • Power meters
  • Hipot testers
  • Magnetic induction acceleration instruments
  • Plotters
  • Optical comparators
  • Hardness testers
  • Backplane testers
  • Vibration and shaker systems
  • Manufacturing defect analyzers MDA
  • Frequency meters
  • Plug gauges
  • Creep and stress relaxation testers
  • Printed circuit board PCB testers
  • Fatigue testers
  • Signal generators
  • Color spectrometers
  • Laser shearography flaw detectors
  • Shock testers
  • Direct current DC power testers
  • Bubble leak testers
  • Ammeters
  • Forklifts
  • Shear testers
  • Mass flow leak testers
  • Measuring microscopes
  • Resonance acceleration instruments
  • In-circuit testers
  • Environmental chambers
  • Thread gauges
  • Moisture meters
  • Sorting machines
  • Impact toughness testers
  • Function generators
  • Pulse generators
  • Metallurgical microscopes
  • Eddy current probes
  • Verisurf CMM Master
  • Magnetic particle flaw detectors
  • Radiographic flaw detectors
  • Calipers
  • Return loss calibrator RLC passive component testers
  • Utrasonic flaw detectors
  • Overhead cranes
  • Personal computers
  • Resistivity meters
  • Coordinate measuring machines CMM
  • Viscometers
  • Calorimetric leak testers
  • Digital voltmeters DVM
  • Beta gauges
  • Penetrant flaw detectors
  • Impact hammers
  • Linear or mixed signal equipment
  • Bit error rate testers BERT
  • Sampling oscilloscopes
  • Strain gauges
  • Digital resistance thermometers
  • Tensile testers
  • Gloss meters
  • Laser thickness gauges
  • Multimeters
  • Conductivity meters
  • Micrometers
  • Digital resistance meters
  • Height gauges
  • Ductility testers
  • Hydraulic pumps
  • Depth gauges
  • Compression testers
  • Holographic interferometers
  • Verisurf Master3DGage
  • Capacitive acceleration instruments
  • Accelerometers
  • Pin gauges
  • Resistance meters

Alternative Job Titles