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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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles