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Automation Risk Analysis

Will “Hosiery Pairer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hosiery Pairer” 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 Pairer” 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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles