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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles