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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

  • 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.

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

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

  • 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.

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

  • 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.

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles