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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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles