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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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles