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Automation Risk Analysis

Will “Hosiery Mater” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hosiery Mater” 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%

“Hosiery Mater” 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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Alternative Job Titles