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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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles