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Automation Risk Analysis

Will “Warp 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%

“Warp 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%

“Warp 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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles