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Automation Risk Analysis

Will “Quality Cloth Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Quality Cloth Tester” 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%

“Quality Cloth Tester” 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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles