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Automation Risk Analysis

Will “Yarn Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Yarn 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%

“Yarn 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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles