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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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles