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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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles