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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

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles