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Automation Risk Analysis

Will “Yarn Skeins 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 Skeins 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 Skeins 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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles