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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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles