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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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles