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Automation Risk Analysis

Will “Yarn Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Yarn Examiner” 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 Examiner” 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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles