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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.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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  • Dassault Systemes SolidWorks
  • Tolerance analysis software
  • Mistral (Mistral AI)
  • The MathWorks MATLAB
  • Verisurf Metrology
  • Minitab
  • Gloss meters
  • Height gauges
  • Verisurf 3Dgage
  • Resistivity meters
  • Verisurf CMM Master
  • Personal computers
  • Resonance acceleration instruments
  • Signal generators
  • Color spectrometers
  • Eddy current probes
  • Compression testers
  • In-circuit testers
  • Force transducers
  • Radiographic flaw detectors
  • Manufacturing defect analyzers MDA
  • Optical gauges
  • Industrial bench scales
  • Impact hammers
  • Environmental chambers
  • Multimeters
  • Power meters
  • Accelerometers
  • Overhead cranes
  • Backplane testers
  • Shear testers
  • Function generators
  • Impact toughness testers
  • Vibration and shaker systems
  • Penetrant flaw detectors
  • Logic test systems
  • Magnetic induction acceleration instruments
  • Hipot testers
  • Conductivity meters
  • Digital multimeters
  • Sampling oscilloscopes
  • Return loss calibrator RLC passive component testers
  • Thread gauges
  • Laser thickness gauges
  • Printed circuit board PCB testers
  • Digital voltmeters DVM
  • Magnetic particle flaw detectors
  • Bit error rate testers BERT
  • Micrometers
  • Shock testers
  • Pulse generators
  • Eddy current flaw detectors
  • Hydraulic pumps
  • Utrasonic flaw detectors
  • Pi tapes
  • Laser shearography flaw detectors
  • Null-balance acceleration instruments
  • Digital resistance meters
  • Hardness testers
  • Calorimetric leak testers
  • Depth gauges
  • Moisture meters
  • Sorting machines
  • Ductility testers
  • Ammeters
  • Strain gauges
  • Mass flow leak testers
  • Continuity testers
  • Tensile testers
  • Capacitive acceleration instruments
  • Calipers
  • Bubble leak testers
  • Piezoelectric acceleration instruments
  • Coordinate measuring machines CMM
  • Linear or mixed signal equipment
  • Holographic interferometers
  • Forklifts
  • Frequency counters
  • Creep and stress relaxation testers
  • Fatigue testers
  • Hydraulic lifts
  • Frequency meters
  • Verisurf Master3DGage
  • Measuring microscopes
  • Digital resistance thermometers
  • Metallurgical microscopes
  • Direct current DC power testers
  • Beta gauges
  • Pin gauges
  • Optical comparators
  • Viscometers
  • Plotters
  • Resistance meters
  • Plug gauges

Alternative Job Titles