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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

  • 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.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles