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Automation Risk Analysis

Will “Cloth Stock Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cloth Stock 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%

“Cloth Stock 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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles