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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

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles