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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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles