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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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles