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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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles