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Automation Risk Analysis

Will “Wrap 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%

“Wrap 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%

“Wrap 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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles