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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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles