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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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles