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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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles